sentence-transformers onnx safetensors xlm-roberta sentence-similarity feature-extraction generated_from_trainer dataset_size:18644575 loss:RZTKMatryoshka2dLoss arxiv:1908.10084 base_model:intfloat/multilingual-e5-base base_model:quantized:intfloat/multilingual-e5-base model-index autotrain_compatible text-embeddings-inference endpoints_compatible region:us
---
base_model: intfloat/multilingual-e5-base
library_name: sentence-transformers
metrics:
- dot_accuracy@1
- dot_accuracy@3
- dot_accuracy@5
- dot_accuracy@10
- dot_precision@1
- dot_precision@3
- dot_precision@5
- dot_precision@10
- dot_recall@1
- dot_recall@3
- dot_recall@5
- dot_recall@10
- dot_ndcg@10
- dot_mrr@10
- dot_map@100
- dot_ndcg@1
- dot_mrr@1
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:18644575
- loss:RZTKMatryoshka2dLoss
widget:
- source_sentence: 'query: кисточки для макияжа'
  sentences:
  - 'passage: Парасоля компактна складана Airton Z3510 механіка Чорна'
  - 'passage: Корпус FrimeCom LB-081 BL 400W 12cm'
  - 'passage: Кисті для макіяжу Kylie 12 шт набір кистей пензлика 12 шт Білі'
- source_sentence: 'query: hg средство'
  sentences:
  - 'passage: Відеореєстратор Globex GE-115'
  - 'passage: Плямовивідник для тканин HG Oxi 0.5 кг (324050106)'
  - 'passage: Мережевий подовжувач MERLION B530, 10А 220В, 5 розеток, 3,0 м, перетин
    3х0,75мм, чорний Q30'
- source_sentence: 'query: 471 картридж'
  sentences:
  - 'passage: Картридж Canon CLI-471 XL PIXMA MG5740/MG6840 Grey (0350C001)'
  - 'passage: Ключница Valenta кожаная Синяя (ХК41612)'
  - 'passage: Біговели  Діаметр коліс 12" (30.5 см)'
- source_sentence: 'query: кольцо'
  sentences:
  - 'passage: Сумки SumWin Для кого Для женщин Вид Сумки. Цвет Черный Количество грузовых
    мест 1 Модель сумки Кросс-боди Материал Искусственная кожа Страна регистрации
    бренда Украина Страна-производитель товара Китай Тип гарантийного талона Гарантия
    по чеку Форма Круглая Доставка Доставка в магазины ROZETKA'
  - 'passage: Корпуси Phanteks Форм-фактор материнської плати ATX Тип корпусу Fulltower
    Колір Чорний Кількість внутрішніх відсіків 3.5" 13 теги Круті Матеріал Алюміній'
  - 'passage: Кольцо с бабочкой "Mini Butterfly", серебро'
- source_sentence: 'query: сумочка женская'
  sentences:
  - 'passage: Сумки Без бренда Для кого Для женщин Цвет Черный Стиль Повседневные
    Модель сумки Кросс-боди Материал Экокожа Страна регистрации бренда Украина Страна-производитель
    товара Китай Количество отделений 3 Форма Трапеция Застежка Магнит'
  - 'passage: Пенали Kite Гарантія 14 днів Колір Бірюзовий Стать Для дівчаток Матеріал
    Поліестер Кількість відділень 1 Кількість вантажних місць 1 Країна реєстрації
    бренда Німеччина Країна-виробник товару Китай Вага, г 350 Тип гарантійного талона
    Гарантія по чеку Особливості З наповненням Форма Книжка'
  - 'passage: Шампунь PROFIStyle Класс косметики Профессиональная Пол Для женщин Количество
    грузовых мест 1 Страна регистрации бренда Украина Серия Profistyle Страна-производитель
    товара Украина Объем 5 л Тип волос Все типы волос Назначение Для очищения волос
    Тип гарантийного талона Без гарантийного талона Доставка Доставка в магазины ROZETKA
    Доставка Готов к отправке'
model-index:
- name: SentenceTransformer based on intfloat/multilingual-e5-base
  results:
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: bm full
      type: bm-full
    metrics:
    - type: dot_accuracy@1
      value: 0.47841472045293704
      name: Dot Accuracy@1
    - type: dot_accuracy@3
      value: 0.6553432413305025
      name: Dot Accuracy@3
    - type: dot_accuracy@5
      value: 0.7331917905166313
      name: Dot Accuracy@5
    - type: dot_accuracy@10
      value: 0.8283793347487615
      name: Dot Accuracy@10
    - type: dot_precision@1
      value: 0.47841472045293704
      name: Dot Precision@1
    - type: dot_precision@3
      value: 0.4861995753715499
      name: Dot Precision@3
    - type: dot_precision@5
      value: 0.4876150035385704
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.4910474168435951
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.011351462591853162
      name: Dot Recall@1
    - type: dot_recall@3
      value: 0.03449117733770484
      name: Dot Recall@3
    - type: dot_recall@5
      value: 0.057669566486942436
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.11452942341940178
      name: Dot Recall@10
    - type: dot_ndcg@10
      value: 0.48926390789530216
      name: Dot Ndcg@10
    - type: dot_mrr@10
      value: 0.5827980543479477
      name: Dot Mrr@10
    - type: dot_map@100
      value: 0.36280520756352586
      name: Dot Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: core uk title
      type: core-uk-title
    metrics:
    - type: dot_accuracy@1
      value: 0.6303901437371663
      name: Dot Accuracy@1
    - type: dot_accuracy@3
      value: 0.8542094455852156
      name: Dot Accuracy@3
    - type: dot_accuracy@5
      value: 0.9240246406570842
      name: Dot Accuracy@5
    - type: dot_accuracy@10
      value: 0.973305954825462
      name: Dot Accuracy@10
    - type: dot_precision@1
      value: 0.6303901437371663
      name: Dot Precision@1
    - type: dot_precision@3
      value: 0.6379192334017795
      name: Dot Precision@3
    - type: dot_precision@5
      value: 0.624640657084189
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.5196098562628337
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.06432071345934735
      name: Dot Recall@1
    - type: dot_recall@3
      value: 0.1941943610200646
      name: Dot Recall@3
    - type: dot_recall@5
      value: 0.3154921649259734
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.5135267830369895
      name: Dot Recall@10
    - type: dot_ndcg@10
      value: 0.5824689476221301
      name: Dot Ndcg@10
    - type: dot_mrr@10
      value: 0.7525264007040191
      name: Dot Mrr@10
    - type: dot_map@100
      value: 0.5641261600874217
      name: Dot Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: core ru title
      type: core-ru-title
    metrics:
    - type: dot_accuracy@1
      value: 0.6416837782340863
      name: Dot Accuracy@1
    - type: dot_accuracy@3
      value: 0.8562628336755647
      name: Dot Accuracy@3
    - type: dot_accuracy@5
      value: 0.9229979466119097
      name: Dot Accuracy@5
    - type: dot_accuracy@10
      value: 0.9691991786447639
      name: Dot Accuracy@10
    - type: dot_precision@1
      value: 0.6416837782340863
      name: Dot Precision@1
    - type: dot_precision@3
      value: 0.6471594798083503
      name: Dot Precision@3
    - type: dot_precision@5
      value: 0.633264887063655
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.5252566735112937
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.0656523606676101
      name: Dot Recall@1
    - type: dot_recall@3
      value: 0.19734738384711206
      name: Dot Recall@3
    - type: dot_recall@5
      value: 0.32075535697878377
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.518985171764795
      name: Dot Recall@10
    - type: dot_ndcg@10
      value: 0.5898234843670869
      name: Dot Ndcg@10
    - type: dot_mrr@10
      value: 0.7593062481666181
      name: Dot Mrr@10
    - type: dot_map@100
      value: 0.5728620912840142
      name: Dot Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: core uk options
      type: core-uk-options
    metrics:
    - type: dot_accuracy@1
      value: 0.4948665297741273
      name: Dot Accuracy@1
    - type: dot_accuracy@3
      value: 0.7464065708418891
      name: Dot Accuracy@3
    - type: dot_accuracy@5
      value: 0.837782340862423
      name: Dot Accuracy@5
    - type: dot_accuracy@10
      value: 0.9322381930184805
      name: Dot Accuracy@10
    - type: dot_precision@1
      value: 0.4948665297741273
      name: Dot Precision@1
    - type: dot_precision@3
      value: 0.4989733059548255
      name: Dot Precision@3
    - type: dot_precision@5
      value: 0.49507186858316227
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.45400410677618075
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.04964465358761168
      name: Dot Recall@1
    - type: dot_recall@3
      value: 0.15084259771646535
      name: Dot Recall@3
    - type: dot_recall@5
      value: 0.24819367614844123
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.4471062523959915
      name: Dot Recall@10
    - type: dot_ndcg@10
      value: 0.4895423721577878
      name: Dot Ndcg@10
    - type: dot_mrr@10
      value: 0.6382761318079595
      name: Dot Mrr@10
    - type: dot_map@100
      value: 0.49557058138522575
      name: Dot Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: core ru options
      type: core-ru-options
    metrics:
    - type: dot_accuracy@1
      value: 0.48767967145790553
      name: Dot Accuracy@1
    - type: dot_accuracy@3
      value: 0.7505133470225873
      name: Dot Accuracy@3
    - type: dot_accuracy@5
      value: 0.8367556468172485
      name: Dot Accuracy@5
    - type: dot_accuracy@10
      value: 0.9291581108829569
      name: Dot Accuracy@10
    - type: dot_precision@1
      value: 0.48767967145790553
      name: Dot Precision@1
    - type: dot_precision@3
      value: 0.4986310746064339
      name: Dot Precision@3
    - type: dot_precision@5
      value: 0.4975359342915811
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.45195071868583164
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.04851468328413007
      name: Dot Recall@1
    - type: dot_recall@3
      value: 0.14950617034051025
      name: Dot Recall@3
    - type: dot_recall@5
      value: 0.2481739767794847
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.44488472424288944
      name: Dot Recall@10
    - type: dot_ndcg@10
      value: 0.48827111188574646
      name: Dot Ndcg@10
    - type: dot_mrr@10
      value: 0.6368082037743232
      name: Dot Mrr@10
    - type: dot_map@100
      value: 0.4951823868475039
      name: Dot Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: options uk title
      type: options-uk-title
    metrics:
    - type: dot_accuracy@1
      value: 0.7572383073496659
      name: Dot Accuracy@1
    - type: dot_accuracy@3
      value: 0.9376391982182628
      name: Dot Accuracy@3
    - type: dot_accuracy@5
      value: 0.9665924276169265
      name: Dot Accuracy@5
    - type: dot_accuracy@10
      value: 0.9933184855233853
      name: Dot Accuracy@10
    - type: dot_precision@1
      value: 0.7572383073496659
      name: Dot Precision@1
    - type: dot_precision@3
      value: 0.7490720118782479
      name: Dot Precision@3
    - type: dot_precision@5
      value: 0.711804008908686
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.5541202672605791
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.11543915129661232
      name: Dot Recall@1
    - type: dot_recall@3
      value: 0.34200363482100676
      name: Dot Recall@3
    - type: dot_recall@5
      value: 0.5370094518201423
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.7924881972766159
      name: Dot Recall@10
    - type: dot_ndcg@10
      value: 0.7650169670738622
      name: Dot Ndcg@10
    - type: dot_mrr@10
      value: 0.850054795489094
      name: Dot Mrr@10
    - type: dot_map@100
      value: 0.7380727317887708
      name: Dot Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: options ru title
      type: options-ru-title
    metrics:
    - type: dot_accuracy@1
      value: 0.7706013363028953
      name: Dot Accuracy@1
    - type: dot_accuracy@3
      value: 0.9309576837416481
      name: Dot Accuracy@3
    - type: dot_accuracy@5
      value: 0.9665924276169265
      name: Dot Accuracy@5
    - type: dot_accuracy@10
      value: 0.9933184855233853
      name: Dot Accuracy@10
    - type: dot_precision@1
      value: 0.7706013363028953
      name: Dot Precision@1
    - type: dot_precision@3
      value: 0.746844840386043
      name: Dot Precision@3
    - type: dot_precision@5
      value: 0.712249443207127
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.5505567928730514
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.11822576705650203
      name: Dot Recall@1
    - type: dot_recall@3
      value: 0.3409996400530922
      name: Dot Recall@3
    - type: dot_recall@5
      value: 0.5359948514736934
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.7883290428947444
      name: Dot Recall@10
    - type: dot_ndcg@10
      value: 0.7637672715459831
      name: Dot Ndcg@10
    - type: dot_mrr@10
      value: 0.8557897620815217
      name: Dot Mrr@10
    - type: dot_map@100
      value: 0.7395006608870638
      name: Dot Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: options uk options
      type: options-uk-options
    metrics:
    - type: dot_accuracy@1
      value: 0.6325167037861915
      name: Dot Accuracy@1
    - type: dot_accuracy@3
      value: 0.844097995545657
      name: Dot Accuracy@3
    - type: dot_accuracy@5
      value: 0.910913140311804
      name: Dot Accuracy@5
    - type: dot_accuracy@10
      value: 0.9487750556792873
      name: Dot Accuracy@10
    - type: dot_precision@1
      value: 0.6325167037861915
      name: Dot Precision@1
    - type: dot_precision@3
      value: 0.6221232368225686
      name: Dot Precision@3
    - type: dot_precision@5
      value: 0.602672605790646
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.49643652561247215
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.09247718997162206
      name: Dot Recall@1
    - type: dot_recall@3
      value: 0.27593618334152853
      name: Dot Recall@3
    - type: dot_recall@5
      value: 0.4409379348688926
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.6951361370626404
      name: Dot Recall@10
    - type: dot_ndcg@10
      value: 0.6589801178305443
      name: Dot Ndcg@10
    - type: dot_mrr@10
      value: 0.7480468059532647
      name: Dot Mrr@10
    - type: dot_map@100
      value: 0.6414571076888178
      name: Dot Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: options ru options
      type: options-ru-options
    metrics:
    - type: dot_accuracy@1
      value: 0.6369710467706013
      name: Dot Accuracy@1
    - type: dot_accuracy@3
      value: 0.8374164810690423
      name: Dot Accuracy@3
    - type: dot_accuracy@5
      value: 0.8930957683741648
      name: Dot Accuracy@5
    - type: dot_accuracy@10
      value: 0.9465478841870824
      name: Dot Accuracy@10
    - type: dot_precision@1
      value: 0.6369710467706013
      name: Dot Precision@1
    - type: dot_precision@3
      value: 0.635486265775798
      name: Dot Precision@3
    - type: dot_precision@5
      value: 0.6071269487750557
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.4939866369710468
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.09363496562828412
      name: Dot Recall@1
    - type: dot_recall@3
      value: 0.2826698419126036
      name: Dot Recall@3
    - type: dot_recall@5
      value: 0.44549921743685666
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.6956133880966844
      name: Dot Recall@10
    - type: dot_ndcg@10
      value: 0.6610343624368801
      name: Dot Ndcg@10
    - type: dot_mrr@10
      value: 0.7464338742178385
      name: Dot Mrr@10
    - type: dot_map@100
      value: 0.6451679716029399
      name: Dot Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: rusisms uk title
      type: rusisms-uk-title
    metrics:
    - type: dot_accuracy@1
      value: 0.6412698412698413
      name: Dot Accuracy@1
    - type: dot_accuracy@3
      value: 0.7904761904761904
      name: Dot Accuracy@3
    - type: dot_accuracy@5
      value: 0.8285714285714286
      name: Dot Accuracy@5
    - type: dot_accuracy@10
      value: 0.8857142857142857
      name: Dot Accuracy@10
    - type: dot_precision@1
      value: 0.6412698412698413
      name: Dot Precision@1
    - type: dot_precision@3
      value: 0.6634920634920635
      name: Dot Precision@3
    - type: dot_precision@5
      value: 0.6552380952380952
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.6234920634920637
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.04133075530701777
      name: Dot Recall@1
    - type: dot_recall@3
      value: 0.1170592846495341
      name: Dot Recall@3
    - type: dot_recall@5
      value: 0.17830553909997546
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.31008571089134707
      name: Dot Recall@10
    - type: dot_ndcg@10
      value: 0.6647746031552833
      name: Dot Ndcg@10
    - type: dot_mrr@10
      value: 0.7268543713781809
      name: Dot Mrr@10
    - type: dot_map@100
      value: 0.5853570509786064
      name: Dot Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: rusisms ru title
      type: rusisms-ru-title
    metrics:
    - type: dot_accuracy@1
      value: 0.6698412698412698
      name: Dot Accuracy@1
    - type: dot_accuracy@3
      value: 0.7777777777777778
      name: Dot Accuracy@3
    - type: dot_accuracy@5
      value: 0.834920634920635
      name: Dot Accuracy@5
    - type: dot_accuracy@10
      value: 0.8920634920634921
      name: Dot Accuracy@10
    - type: dot_precision@1
      value: 0.6698412698412698
      name: Dot Precision@1
    - type: dot_precision@3
      value: 0.6645502645502644
      name: Dot Precision@3
    - type: dot_precision@5
      value: 0.6577777777777778
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.626031746031746
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.04434422970262397
      name: Dot Recall@1
    - type: dot_recall@3
      value: 0.11704562106444193
      name: Dot Recall@3
    - type: dot_recall@5
      value: 0.1773543477691105
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.30781876553915866
      name: Dot Recall@10
    - type: dot_ndcg@10
      value: 0.6682830160464889
      name: Dot Ndcg@10
    - type: dot_mrr@10
      value: 0.7408213655832702
      name: Dot Mrr@10
    - type: dot_map@100
      value: 0.592275762720651
      name: Dot Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: rusisms uk options
      type: rusisms-uk-options
    metrics:
    - type: dot_accuracy@1
      value: 0.5079365079365079
      name: Dot Accuracy@1
    - type: dot_accuracy@3
      value: 0.6285714285714286
      name: Dot Accuracy@3
    - type: dot_accuracy@5
      value: 0.7174603174603175
      name: Dot Accuracy@5
    - type: dot_accuracy@10
      value: 0.7904761904761904
      name: Dot Accuracy@10
    - type: dot_precision@1
      value: 0.5079365079365079
      name: Dot Precision@1
    - type: dot_precision@3
      value: 0.5058201058201058
      name: Dot Precision@3
    - type: dot_precision@5
      value: 0.5161904761904762
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.5111111111111111
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.032681042657417864
      name: Dot Recall@1
    - type: dot_recall@3
      value: 0.08490359132017175
      name: Dot Recall@3
    - type: dot_recall@5
      value: 0.14131766688622155
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.25180769140267506
      name: Dot Recall@10
    - type: dot_ndcg@10
      value: 0.5372281406420663
      name: Dot Ndcg@10
    - type: dot_mrr@10
      value: 0.5902317964222725
      name: Dot Mrr@10
    - type: dot_map@100
      value: 0.4986827236995346
      name: Dot Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: rusisms ru options
      type: rusisms-ru-options
    metrics:
    - type: dot_accuracy@1
      value: 0.4984126984126984
      name: Dot Accuracy@1
    - type: dot_accuracy@3
      value: 0.6476190476190476
      name: Dot Accuracy@3
    - type: dot_accuracy@5
      value: 0.7492063492063492
      name: Dot Accuracy@5
    - type: dot_accuracy@10
      value: 0.8063492063492064
      name: Dot Accuracy@10
    - type: dot_precision@1
      value: 0.4984126984126984
      name: Dot Precision@1
    - type: dot_precision@3
      value: 0.5195767195767197
      name: Dot Precision@3
    - type: dot_precision@5
      value: 0.5276190476190475
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.5177777777777778
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.03202754604702237
      name: Dot Recall@1
    - type: dot_recall@3
      value: 0.08547386088540315
      name: Dot Recall@3
    - type: dot_recall@5
      value: 0.14166544702843223
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.25453386918000204
      name: Dot Recall@10
    - type: dot_ndcg@10
      value: 0.5433437983757069
      name: Dot Ndcg@10
    - type: dot_mrr@10
      value: 0.5972423784328544
      name: Dot Mrr@10
    - type: dot_map@100
      value: 0.5053350497126974
      name: Dot Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: rusisms corrected uk title
      type: rusisms_corrected-uk-title
    metrics:
    - type: dot_accuracy@1
      value: 0.7120253164556962
      name: Dot Accuracy@1
    - type: dot_accuracy@3
      value: 0.819620253164557
      name: Dot Accuracy@3
    - type: dot_accuracy@5
      value: 0.870253164556962
      name: Dot Accuracy@5
    - type: dot_accuracy@10
      value: 0.9113924050632911
      name: Dot Accuracy@10
    - type: dot_precision@1
      value: 0.7120253164556962
      name: Dot Precision@1
    - type: dot_precision@3
      value: 0.7183544303797469
      name: Dot Precision@3
    - type: dot_precision@5
      value: 0.7082278481012658
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.6683544303797468
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.04969812837853694
      name: Dot Recall@1
    - type: dot_recall@3
      value: 0.12741782983341862
      name: Dot Recall@3
    - type: dot_recall@5
      value: 0.19731659021523865
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.3409923887206817
      name: Dot Recall@10
    - type: dot_ndcg@10
      value: 0.7194597470114055
      name: Dot Ndcg@10
    - type: dot_mrr@10
      value: 0.7808808016877635
      name: Dot Mrr@10
    - type: dot_map@100
      value: 0.6388697195804478
      name: Dot Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: rusisms corrected ru title
      type: rusisms_corrected-ru-title
    metrics:
    - type: dot_accuracy@1
      value: 0.7088607594936709
      name: Dot Accuracy@1
    - type: dot_accuracy@3
      value: 0.8291139240506329
      name: Dot Accuracy@3
    - type: dot_accuracy@5
      value: 0.870253164556962
      name: Dot Accuracy@5
    - type: dot_accuracy@10
      value: 0.9113924050632911
      name: Dot Accuracy@10
    - type: dot_precision@1
      value: 0.7088607594936709
      name: Dot Precision@1
    - type: dot_precision@3
      value: 0.7162447257383966
      name: Dot Precision@3
    - type: dot_precision@5
      value: 0.7037974683544304
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.6629746835443039
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.04888449873376417
      name: Dot Recall@1
    - type: dot_recall@3
      value: 0.12829212684740135
      name: Dot Recall@3
    - type: dot_recall@5
      value: 0.19987613332490306
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.3356192325461046
      name: Dot Recall@10
    - type: dot_ndcg@10
      value: 0.7127299992462074
      name: Dot Ndcg@10
    - type: dot_mrr@10
      value: 0.7792708961221617
      name: Dot Mrr@10
    - type: dot_map@100
      value: 0.6395009156047453
      name: Dot Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: rusisms corrected uk options
      type: rusisms_corrected-uk-options
    metrics:
    - type: dot_accuracy@1
      value: 0.5537974683544303
      name: Dot Accuracy@1
    - type: dot_accuracy@3
      value: 0.7278481012658228
      name: Dot Accuracy@3
    - type: dot_accuracy@5
      value: 0.7848101265822784
      name: Dot Accuracy@5
    - type: dot_accuracy@10
      value: 0.8544303797468354
      name: Dot Accuracy@10
    - type: dot_precision@1
      value: 0.5537974683544303
      name: Dot Precision@1
    - type: dot_precision@3
      value: 0.5738396624472574
      name: Dot Precision@3
    - type: dot_precision@5
      value: 0.5759493670886076
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.5645569620253166
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.0398666442289475
      name: Dot Recall@1
    - type: dot_recall@3
      value: 0.10622990404547561
      name: Dot Recall@3
    - type: dot_recall@5
      value: 0.16577310801842357
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.28425407965410443
      name: Dot Recall@10
    - type: dot_ndcg@10
      value: 0.5965577106105705
      name: Dot Ndcg@10
    - type: dot_mrr@10
      value: 0.6513147980711272
      name: Dot Mrr@10
    - type: dot_map@100
      value: 0.5594863722365065
      name: Dot Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: rusisms corrected ru options
      type: rusisms_corrected-ru-options
    metrics:
    - type: dot_accuracy@1
      value: 0.5727848101265823
      name: Dot Accuracy@1
    - type: dot_accuracy@3
      value: 0.7215189873417721
      name: Dot Accuracy@3
    - type: dot_accuracy@5
      value: 0.7848101265822784
      name: Dot Accuracy@5
    - type: dot_accuracy@10
      value: 0.8607594936708861
      name: Dot Accuracy@10
    - type: dot_precision@1
      value: 0.5727848101265823
      name: Dot Precision@1
    - type: dot_precision@3
      value: 0.5822784810126582
      name: Dot Precision@3
    - type: dot_precision@5
      value: 0.5810126582278481
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.5655063291139241
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.039125841492212286
      name: Dot Recall@1
    - type: dot_recall@3
      value: 0.10198185350545384
      name: Dot Recall@3
    - type: dot_recall@5
      value: 0.16299351965480724
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.28079825575547895
      name: Dot Recall@10
    - type: dot_ndcg@10
      value: 0.5986535833917944
      name: Dot Ndcg@10
    - type: dot_mrr@10
      value: 0.6613936608398633
      name: Dot Mrr@10
    - type: dot_map@100
      value: 0.5634230712770681
      name: Dot Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: core typos uk title
      type: core_typos-uk-title
    metrics:
    - type: dot_accuracy@1
      value: 0.5451745379876797
      name: Dot Accuracy@1
    - type: dot_accuracy@3
      value: 0.7874743326488707
      name: Dot Accuracy@3
    - type: dot_accuracy@5
      value: 0.8490759753593429
      name: Dot Accuracy@5
    - type: dot_accuracy@10
      value: 0.9117043121149897
      name: Dot Accuracy@10
    - type: dot_precision@1
      value: 0.5451745379876797
      name: Dot Precision@1
    - type: dot_precision@3
      value: 0.5492813141683778
      name: Dot Precision@3
    - type: dot_precision@5
      value: 0.5277207392197125
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.4458932238193019
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.055501817487715537
      name: Dot Recall@1
    - type: dot_recall@3
      value: 0.16799075803409055
      name: Dot Recall@3
    - type: dot_recall@5
      value: 0.26738880088922357
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.4420220810379646
      name: Dot Recall@10
    - type: dot_ndcg@10
      value: 0.5009599181825904
      name: Dot Ndcg@10
    - type: dot_mrr@10
      value: 0.6744923568332187
      name: Dot Mrr@10
    - type: dot_map@100
      value: 0.4756860853091724
      name: Dot Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: core typos ru title
      type: core_typos-ru-title
    metrics:
    - type: dot_accuracy@1
      value: 0.5677618069815195
      name: Dot Accuracy@1
    - type: dot_accuracy@3
      value: 0.7802874743326489
      name: Dot Accuracy@3
    - type: dot_accuracy@5
      value: 0.8490759753593429
      name: Dot Accuracy@5
    - type: dot_accuracy@10
      value: 0.9075975359342916
      name: Dot Accuracy@10
    - type: dot_precision@1
      value: 0.5677618069815195
      name: Dot Precision@1
    - type: dot_precision@3
      value: 0.553388090349076
      name: Dot Precision@3
    - type: dot_precision@5
      value: 0.535523613963039
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.4521560574948666
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.05788962617685893
      name: Dot Recall@1
    - type: dot_recall@3
      value: 0.16991013827739276
      name: Dot Recall@3
    - type: dot_recall@5
      value: 0.2724072401441347
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.4493398516770904
      name: Dot Recall@10
    - type: dot_ndcg@10
      value: 0.5093051901273817
      name: Dot Ndcg@10
    - type: dot_mrr@10
      value: 0.6864704540269218
      name: Dot Mrr@10
    - type: dot_map@100
      value: 0.48302575127668773
      name: Dot Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: core typos uk options
      type: core_typos-uk-options
    metrics:
    - type: dot_accuracy@1
      value: 0.42505133470225875
      name: Dot Accuracy@1
    - type: dot_accuracy@3
      value: 0.6478439425051334
      name: Dot Accuracy@3
    - type: dot_accuracy@5
      value: 0.7433264887063655
      name: Dot Accuracy@5
    - type: dot_accuracy@10
      value: 0.8429158110882957
      name: Dot Accuracy@10
    - type: dot_precision@1
      value: 0.42505133470225875
      name: Dot Precision@1
    - type: dot_precision@3
      value: 0.4182067077344285
      name: Dot Precision@3
    - type: dot_precision@5
      value: 0.41704312114989733
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.37997946611909655
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.04281943186324754
      name: Dot Recall@1
    - type: dot_recall@3
      value: 0.12630907755998344
      name: Dot Recall@3
    - type: dot_recall@5
      value: 0.20887045080712793
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.37542821461999504
      name: Dot Recall@10
    - type: dot_ndcg@10
      value: 0.41173177598646793
      name: Dot Ndcg@10
    - type: dot_mrr@10
      value: 0.5581076236107032
      name: Dot Mrr@10
    - type: dot_map@100
      value: 0.40947735972105836
      name: Dot Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: core typos ru options
      type: core_typos-ru-options
    metrics:
    - type: dot_accuracy@1
      value: 0.42299794661190965
      name: Dot Accuracy@1
    - type: dot_accuracy@3
      value: 0.6509240246406571
      name: Dot Accuracy@3
    - type: dot_accuracy@5
      value: 0.7464065708418891
      name: Dot Accuracy@5
    - type: dot_accuracy@10
      value: 0.8459958932238193
      name: Dot Accuracy@10
    - type: dot_precision@1
      value: 0.42299794661190965
      name: Dot Precision@1
    - type: dot_precision@3
      value: 0.42231348391512663
      name: Dot Precision@3
    - type: dot_precision@5
      value: 0.41581108829568786
      name: Dot Precision@5
    - type: dot_precision@10
      value: 0.376694045174538
      name: Dot Precision@10
    - type: dot_recall@1
      value: 0.04208886721644905
      name: Dot Recall@1
    - type: dot_recall@3
      value: 0.12759403691355015
      name: Dot Recall@3
    - type: dot_recall@5
      value: 0.2076836983626753
      name: Dot Recall@5
    - type: dot_recall@10
      value: 0.37292863983662994
      name: Dot Recall@10
    - type: dot_ndcg@10
      value: 0.4101083135252108
      name: Dot Ndcg@10
    - type: dot_mrr@10
      value: 0.5588503471203672
      name: Dot Mrr@10
    - type: dot_map@100
      value: 0.40851869049399947
      name: Dot Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: 'bm full  matryoshka dim 768  '
      type: bm-full--matryoshka_dim-768--
    metrics:
    - type: dot_accuracy@1
      value: 0.47841472045293704
      name: Dot Accuracy@1
    - type: dot_precision@1
      value: 0.47841472045293704
      name: Dot Precision@1
    - type: dot_recall@1
      value: 0.011351462591853162
      name: Dot Recall@1
    - type: dot_ndcg@1
      value: 0.47841472045293704
      name: Dot Ndcg@1
    - type: dot_mrr@1
      value: 0.47841472045293704
      name: Dot Mrr@1
    - type: dot_map@100
      value: 0.36280520756352586
      name: Dot Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: 'bm full  matryoshka dim 512  '
      type: bm-full--matryoshka_dim-512--
    metrics:
    - type: dot_accuracy@1
      value: 0.4759377211606511
      name: Dot Accuracy@1
    - type: dot_precision@1
      value: 0.4759377211606511
      name: Dot Precision@1
    - type: dot_recall@1
      value: 0.0114070381458067
      name: Dot Recall@1
    - type: dot_ndcg@1
      value: 0.4759377211606511
      name: Dot Ndcg@1
    - type: dot_mrr@1
      value: 0.4759377211606511
      name: Dot Mrr@1
    - type: dot_map@100
      value: 0.36005063767775514
      name: Dot Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: 'bm full  matryoshka dim 256  '
      type: bm-full--matryoshka_dim-256--
    metrics:
    - type: dot_accuracy@1
      value: 0.4759377211606511
      name: Dot Accuracy@1
    - type: dot_precision@1
      value: 0.4759377211606511
      name: Dot Precision@1
    - type: dot_recall@1
      value: 0.011372889899440053
      name: Dot Recall@1
    - type: dot_ndcg@1
      value: 0.4759377211606511
      name: Dot Ndcg@1
    - type: dot_mrr@1
      value: 0.4759377211606511
      name: Dot Mrr@1
    - type: dot_map@100
      value: 0.3488370117998616
      name: Dot Map@100
  - task:
      type: information-retrieval
      name: Information Retrieval
    dataset:
      name: 'bm full  matryoshka dim 128  '
      type: bm-full--matryoshka_dim-128--
    metrics:
    - type: dot_accuracy@1
      value: 0.45222929936305734
      name: Dot Accuracy@1
    - type: dot_precision@1
      value: 0.45222929936305734
      name: Dot Precision@1
    - type: dot_recall@1
      value: 0.010638577599638174
      name: Dot Recall@1
    - type: dot_ndcg@1
      value: 0.45222929936305734
      name: Dot Ndcg@1
    - type: dot_mrr@1
      value: 0.45222929936305734
      name: Dot Mrr@1
    - type: dot_map@100
      value: 0.32466551163194907
      name: Dot Map@100
---

# SentenceTransformer based on intfloat/multilingual-e5-base

This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [intfloat/multilingual-e5-base](https://huggingface.co/intfloat/multilingual-e5-base) on the rozetka_positive_pairs dataset. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

## Model Details

### Model Description
- **Model Type:** Sentence Transformer
- **Base model:** [intfloat/multilingual-e5-base](https://huggingface.co/intfloat/multilingual-e5-base) <!-- at revision d13f1b27baf31030b7fd040960d60d909913633f -->
- **Maximum Sequence Length:** 512 tokens
- **Output Dimensionality:** 768 dimensions
- **Similarity Function:** Dot Product
- **Training Dataset:**
    - rozetka_positive_pairs
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->

### Model Sources

- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)

### Full Model Architecture

```
RZTKSentenceTransformer(
  (0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: XLMRobertaModel 
  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)
```

## Usage

### Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

```bash
pip install -U sentence-transformers
```

Then you can load this model and run inference.
```python
from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("yklymchuk-rztk/multilingual-e5-base-matryoshka2d-mnr-4-continue")
# Run inference
sentences = [
    'query: сумочка женская',
    'passage: Сумки Без бренда Для кого Для женщин Цвет Черный Стиль Повседневные Модель сумки Кросс-боди Материал Экокожа Страна регистрации бренда Украина Страна-производитель товара Китай Количество отделений 3 Форма Трапеция Застежка Магнит',
    'passage: Пенали Kite Гарантія 14 днів Колір Бірюзовий Стать Для дівчаток Матеріал Поліестер Кількість відділень 1 Кількість вантажних місць 1 Країна реєстрації бренда Німеччина Країна-виробник товару Китай Вага, г 350 Тип гарантійного талона Гарантія по чеку Особливості З наповненням Форма Книжка',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 768]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]
```

<!--
### Direct Usage (Transformers)

<details><summary>Click to see the direct usage in Transformers</summary>

</details>
-->

<!--
### Downstream Usage (Sentence Transformers)

You can finetune this model on your own dataset.

<details><summary>Click to expand</summary>

</details>
-->

<!--
### Out-of-Scope Use

*List how the model may foreseeably be misused and address what users ought not to do with the model.*
-->

## Evaluation

### Metrics

#### Information Retrieval

* Datasets: `bm-full`, `core-uk-title`, `core-ru-title`, `core-uk-options`, `core-ru-options`, `options-uk-title`, `options-ru-title`, `options-uk-options`, `options-ru-options`, `rusisms-uk-title`, `rusisms-ru-title`, `rusisms-uk-options`, `rusisms-ru-options`, `rusisms_corrected-uk-title`, `rusisms_corrected-ru-title`, `rusisms_corrected-uk-options`, `rusisms_corrected-ru-options`, `core_typos-uk-title`, `core_typos-ru-title`, `core_typos-uk-options` and `core_typos-ru-options`
* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator)

| Metric           | bm-full    | core-uk-title | core-ru-title | core-uk-options | core-ru-options | options-uk-title | options-ru-title | options-uk-options | options-ru-options | rusisms-uk-title | rusisms-ru-title | rusisms-uk-options | rusisms-ru-options | rusisms_corrected-uk-title | rusisms_corrected-ru-title | rusisms_corrected-uk-options | rusisms_corrected-ru-options | core_typos-uk-title | core_typos-ru-title | core_typos-uk-options | core_typos-ru-options |
|:-----------------|:-----------|:--------------|:--------------|:----------------|:----------------|:-----------------|:-----------------|:-------------------|:-------------------|:-----------------|:-----------------|:-------------------|:-------------------|:---------------------------|:---------------------------|:-----------------------------|:-----------------------------|:--------------------|:--------------------|:----------------------|:----------------------|
| dot_accuracy@1   | 0.4784     | 0.6304        | 0.6417        | 0.4949          | 0.4877          | 0.7572           | 0.7706           | 0.6325             | 0.637              | 0.6413           | 0.6698           | 0.5079             | 0.4984             | 0.712                      | 0.7089                     | 0.5538                       | 0.5728                       | 0.5452              | 0.5678              | 0.4251                | 0.423                 |
| dot_accuracy@3   | 0.6553     | 0.8542        | 0.8563        | 0.7464          | 0.7505          | 0.9376           | 0.931            | 0.8441             | 0.8374             | 0.7905           | 0.7778           | 0.6286             | 0.6476             | 0.8196                     | 0.8291                     | 0.7278                       | 0.7215                       | 0.7875              | 0.7803              | 0.6478                | 0.6509                |
| dot_accuracy@5   | 0.7332     | 0.924         | 0.923         | 0.8378          | 0.8368          | 0.9666           | 0.9666           | 0.9109             | 0.8931             | 0.8286           | 0.8349           | 0.7175             | 0.7492             | 0.8703                     | 0.8703                     | 0.7848                       | 0.7848                       | 0.8491              | 0.8491              | 0.7433                | 0.7464                |
| dot_accuracy@10  | 0.8284     | 0.9733        | 0.9692        | 0.9322          | 0.9292          | 0.9933           | 0.9933           | 0.9488             | 0.9465             | 0.8857           | 0.8921           | 0.7905             | 0.8063             | 0.9114                     | 0.9114                     | 0.8544                       | 0.8608                       | 0.9117              | 0.9076              | 0.8429                | 0.846                 |
| dot_precision@1  | 0.4784     | 0.6304        | 0.6417        | 0.4949          | 0.4877          | 0.7572           | 0.7706           | 0.6325             | 0.637              | 0.6413           | 0.6698           | 0.5079             | 0.4984             | 0.712                      | 0.7089                     | 0.5538                       | 0.5728                       | 0.5452              | 0.5678              | 0.4251                | 0.423                 |
| dot_precision@3  | 0.4862     | 0.6379        | 0.6472        | 0.499           | 0.4986          | 0.7491           | 0.7468           | 0.6221             | 0.6355             | 0.6635           | 0.6646           | 0.5058             | 0.5196             | 0.7184                     | 0.7162                     | 0.5738                       | 0.5823                       | 0.5493              | 0.5534              | 0.4182                | 0.4223                |
| dot_precision@5  | 0.4876     | 0.6246        | 0.6333        | 0.4951          | 0.4975          | 0.7118           | 0.7122           | 0.6027             | 0.6071             | 0.6552           | 0.6578           | 0.5162             | 0.5276             | 0.7082                     | 0.7038                     | 0.5759                       | 0.581                        | 0.5277              | 0.5355              | 0.417                 | 0.4158                |
| dot_precision@10 | 0.491      | 0.5196        | 0.5253        | 0.454           | 0.452           | 0.5541           | 0.5506           | 0.4964             | 0.494              | 0.6235           | 0.626            | 0.5111             | 0.5178             | 0.6684                     | 0.663                      | 0.5646                       | 0.5655                       | 0.4459              | 0.4522              | 0.38                  | 0.3767                |
| dot_recall@1     | 0.0114     | 0.0643        | 0.0657        | 0.0496          | 0.0485          | 0.1154           | 0.1182           | 0.0925             | 0.0936             | 0.0413           | 0.0443           | 0.0327             | 0.032              | 0.0497                     | 0.0489                     | 0.0399                       | 0.0391                       | 0.0555              | 0.0579              | 0.0428                | 0.0421                |
| dot_recall@3     | 0.0345     | 0.1942        | 0.1973        | 0.1508          | 0.1495          | 0.342            | 0.341            | 0.2759             | 0.2827             | 0.1171           | 0.117            | 0.0849             | 0.0855             | 0.1274                     | 0.1283                     | 0.1062                       | 0.102                        | 0.168               | 0.1699              | 0.1263                | 0.1276                |
| dot_recall@5     | 0.0577     | 0.3155        | 0.3208        | 0.2482          | 0.2482          | 0.537            | 0.536            | 0.4409             | 0.4455             | 0.1783           | 0.1774           | 0.1413             | 0.1417             | 0.1973                     | 0.1999                     | 0.1658                       | 0.163                        | 0.2674              | 0.2724              | 0.2089                | 0.2077                |
| dot_recall@10    | 0.1145     | 0.5135        | 0.519         | 0.4471          | 0.4449          | 0.7925           | 0.7883           | 0.6951             | 0.6956             | 0.3101           | 0.3078           | 0.2518             | 0.2545             | 0.341                      | 0.3356                     | 0.2843                       | 0.2808                       | 0.442               | 0.4493              | 0.3754                | 0.3729                |
| **dot_ndcg@10**  | **0.4893** | **0.5825**    | **0.5898**    | **0.4895**      | **0.4883**      | **0.765**        | **0.7638**       | **0.659**          | **0.661**          | **0.6648**       | **0.6683**       | **0.5372**         | **0.5433**         | **0.7195**                 | **0.7127**                 | **0.5966**                   | **0.5987**                   | **0.501**           | **0.5093**          | **0.4117**            | **0.4101**            |
| dot_mrr@10       | 0.5828     | 0.7525        | 0.7593        | 0.6383          | 0.6368          | 0.8501           | 0.8558           | 0.748              | 0.7464             | 0.7269           | 0.7408           | 0.5902             | 0.5972             | 0.7809                     | 0.7793                     | 0.6513                       | 0.6614                       | 0.6745              | 0.6865              | 0.5581                | 0.5589                |
| dot_map@100      | 0.3628     | 0.5641        | 0.5729        | 0.4956          | 0.4952          | 0.7381           | 0.7395           | 0.6415             | 0.6452             | 0.5854           | 0.5923           | 0.4987             | 0.5053             | 0.6389                     | 0.6395                     | 0.5595                       | 0.5634                       | 0.4757              | 0.483               | 0.4095                | 0.4085                |

#### Information Retrieval

* Datasets: `bm-full--matryoshka_dim-768--`, `bm-full--matryoshka_dim-512--`, `bm-full--matryoshka_dim-256--` and `bm-full--matryoshka_dim-128--`
* Evaluated with [<code>InformationRetrievalEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.InformationRetrievalEvaluator)

| Metric          | bm-full--matryoshka_dim-768-- | bm-full--matryoshka_dim-512-- | bm-full--matryoshka_dim-256-- | bm-full--matryoshka_dim-128-- |
|:----------------|:------------------------------|:------------------------------|:------------------------------|:------------------------------|
| dot_accuracy@1  | 0.4784                        | 0.4759                        | 0.4759                        | 0.4522                        |
| dot_precision@1 | 0.4784                        | 0.4759                        | 0.4759                        | 0.4522                        |
| dot_recall@1    | 0.0114                        | 0.0114                        | 0.0114                        | 0.0106                        |
| **dot_ndcg@1**  | **0.4784**                    | **0.4759**                    | **0.4759**                    | **0.4522**                    |
| dot_mrr@1       | 0.4784                        | 0.4759                        | 0.4759                        | 0.4522                        |
| dot_map@100     | 0.3628                        | 0.3601                        | 0.3488                        | 0.3247                        |

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## Bias, Risks and Limitations

*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
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### Recommendations

*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
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## Training Details

### Training Dataset

#### rozetka_positive_pairs

* Dataset: rozetka_positive_pairs
* Size: 18,644,575 training samples
* Columns: <code>query</code> and <code>text</code>
* Approximate statistics based on the first 1000 samples:
  |         | query                                                                             | text                                                                               |
  |:--------|:----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
  | type    | string                                                                            | string                                                                             |
  | details | <ul><li>min: 6 tokens</li><li>mean: 12.04 tokens</li><li>max: 30 tokens</li></ul> | <ul><li>min: 8 tokens</li><li>mean: 55.98 tokens</li><li>max: 512 tokens</li></ul> |
* Samples:
  | query                              | text                                                                                                                                                                        |
  |:-----------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
  | <code>query: xsiomi 9c скло</code> | <code>passage: Защитные стекла  Назначение Для мобильных телефонов Цвет Черный Теги Теги Наличие рамки C рамкой Форм-фактор Плоское Клеевой слой По всей поверхности</code> |
  | <code>query: xsiomi 9c скло</code> | <code>passage: Захисне скло Glass Full Glue для Xiaomi Redmi 9A/9C/10A (Чорний)</code>                                                                                      |
  | <code>query: xsiomi 9c скло</code> | <code>passage: Захисне скло  Призначення Для мобільних телефонів Колір Чорний Теги Теги Наявність рамки З рамкою Форм-фактор Плоске Клейовий шар По всій поверхні</code>    |
* Loss: <code>sentence_transformers_training.model.matryoshka2d_loss.RZTKMatryoshka2dLoss</code> with these parameters:
  ```json
  {
      "loss": "RZTKMultipleNegativesRankingLoss",
      "n_layers_per_step": 1,
      "last_layer_weight": 1.0,
      "prior_layers_weight": 1.0,
      "kl_div_weight": 1.0,
      "kl_temperature": 0.3,
      "matryoshka_dims": [
          768,
          512,
          256,
          128
      ],
      "matryoshka_weights": [
          1,
          1,
          1,
          1
      ],
      "n_dims_per_step": 1
  }
  ```

### Evaluation Dataset

#### rozetka_positive_pairs

* Dataset: rozetka_positive_pairs
* Size: 202,564 evaluation samples
* Columns: <code>query</code> and <code>text</code>
* Approximate statistics based on the first 1000 samples:
  |         | query                                                                            | text                                                                               |
  |:--------|:---------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
  | type    | string                                                                           | string                                                                             |
  | details | <ul><li>min: 6 tokens</li><li>mean: 8.57 tokens</li><li>max: 17 tokens</li></ul> | <ul><li>min: 8 tokens</li><li>mean: 53.17 tokens</li><li>max: 512 tokens</li></ul> |
* Samples:
  | query                                       | text                                                                    |
  |:--------------------------------------------|:------------------------------------------------------------------------|
  | <code>query: создаем нейронную сеть</code> | <code>passage: Створюємо нейронну мережу</code>                         |
  | <code>query: создаем нейронную сеть</code> | <code>passage: Научная и техническая литература  Переплет Мягкий</code> |
  | <code>query: создаем нейронную сеть</code> | <code>passage: Создаем нейронную сеть (1666498)</code>                  |
* Loss: <code>sentence_transformers_training.model.matryoshka2d_loss.RZTKMatryoshka2dLoss</code> with these parameters:
  ```json
  {
      "loss": "RZTKMultipleNegativesRankingLoss",
      "n_layers_per_step": 1,
      "last_layer_weight": 1.0,
      "prior_layers_weight": 1.0,
      "kl_div_weight": 1.0,
      "kl_temperature": 0.3,
      "matryoshka_dims": [
          768,
          512,
          256,
          128
      ],
      "matryoshka_weights": [
          1,
          1,
          1,
          1
      ],
      "n_dims_per_step": 1
  }
  ```

### Training Hyperparameters
#### Non-Default Hyperparameters

- `eval_strategy`: steps
- `per_device_train_batch_size`: 88
- `per_device_eval_batch_size`: 88
- `learning_rate`: 2e-05
- `num_train_epochs`: 5.0
- `warmup_ratio`: 0.1
- `bf16`: True
- `bf16_full_eval`: True
- `tf32`: True
- `dataloader_num_workers`: 8
- `load_best_model_at_end`: True
- `optim`: adafactor
- `push_to_hub`: True
- `hub_model_id`: yklymchuk-rztk/multilingual-e5-base-matryoshka2d-mnr-4-continue
- `hub_private_repo`: True
- `prompts`: {'query': 'query: ', 'text': 'passage: '}
- `batch_sampler`: no_duplicates

#### All Hyperparameters
<details><summary>Click to expand</summary>

- `overwrite_output_dir`: False
- `do_predict`: False
- `eval_strategy`: steps
- `prediction_loss_only`: True
- `per_device_train_batch_size`: 88
- `per_device_eval_batch_size`: 88
- `per_gpu_train_batch_size`: None
- `per_gpu_eval_batch_size`: None
- `gradient_accumulation_steps`: 1
- `eval_accumulation_steps`: None
- `torch_empty_cache_steps`: None
- `learning_rate`: 2e-05
- `weight_decay`: 0.0
- `adam_beta1`: 0.9
- `adam_beta2`: 0.999
- `adam_epsilon`: 1e-08
- `max_grad_norm`: 1.0
- `num_train_epochs`: 5.0
- `max_steps`: -1
- `lr_scheduler_type`: linear
- `lr_scheduler_kwargs`: {}
- `warmup_ratio`: 0.1
- `warmup_steps`: 0
- `log_level`: passive
- `log_level_replica`: warning
- `log_on_each_node`: True
- `logging_nan_inf_filter`: True
- `save_safetensors`: True
- `save_on_each_node`: False
- `save_only_model`: False
- `restore_callback_states_from_checkpoint`: False
- `no_cuda`: False
- `use_cpu`: False
- `use_mps_device`: False
- `seed`: 42
- `data_seed`: None
- `jit_mode_eval`: False
- `use_ipex`: False
- `bf16`: True
- `fp16`: False
- `fp16_opt_level`: O1
- `half_precision_backend`: auto
- `bf16_full_eval`: True
- `fp16_full_eval`: False
- `tf32`: True
- `local_rank`: 0
- `ddp_backend`: None
- `tpu_num_cores`: None
- `tpu_metrics_debug`: False
- `debug`: []
- `dataloader_drop_last`: True
- `dataloader_num_workers`: 8
- `dataloader_prefetch_factor`: None
- `past_index`: -1
- `disable_tqdm`: False
- `remove_unused_columns`: True
- `label_names`: None
- `load_best_model_at_end`: True
- `ignore_data_skip`: False
- `fsdp`: []
- `fsdp_min_num_params`: 0
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
- `fsdp_transformer_layer_cls_to_wrap`: None
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
- `deepspeed`: None
- `label_smoothing_factor`: 0.0
- `optim`: adafactor
- `optim_args`: None
- `adafactor`: False
- `group_by_length`: False
- `length_column_name`: length
- `ddp_find_unused_parameters`: None
- `ddp_bucket_cap_mb`: None
- `ddp_broadcast_buffers`: False
- `dataloader_pin_memory`: True
- `dataloader_persistent_workers`: False
- `skip_memory_metrics`: True
- `use_legacy_prediction_loop`: False
- `push_to_hub`: True
- `resume_from_checkpoint`: None
- `hub_model_id`: yklymchuk-rztk/multilingual-e5-base-matryoshka2d-mnr-4-continue
- `hub_strategy`: every_save
- `hub_private_repo`: True
- `hub_always_push`: False
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `include_inputs_for_metrics`: False
- `include_for_metrics`: []
- `eval_do_concat_batches`: True
- `fp16_backend`: auto
- `push_to_hub_model_id`: None
- `push_to_hub_organization`: None
- `mp_parameters`: 
- `auto_find_batch_size`: False
- `full_determinism`: False
- `torchdynamo`: None
- `ray_scope`: last
- `ddp_timeout`: 1800
- `torch_compile`: False
- `torch_compile_backend`: None
- `torch_compile_mode`: None
- `dispatch_batches`: None
- `split_batches`: None
- `include_tokens_per_second`: False
- `include_num_input_tokens_seen`: False
- `neftune_noise_alpha`: None
- `optim_target_modules`: None
- `batch_eval_metrics`: False
- `eval_on_start`: False
- `use_liger_kernel`: False
- `eval_use_gather_object`: False
- `average_tokens_across_devices`: False
- `prompts`: {'query': 'query: ', 'text': 'passage: '}
- `batch_sampler`: no_duplicates
- `multi_dataset_batch_sampler`: proportional
- `ddp_static_graph`: False
- `ddp_comm_hook`: bf16
- `gradient_as_bucket_view`: False
- `num_proc`: 30

</details>

### Training Logs
<details><summary>Click to expand</summary>

| Epoch      | Step       | Training Loss | Validation Loss | bm-full_dot_ndcg@10 | core-uk-title_dot_ndcg@10 | core-ru-title_dot_ndcg@10 | core-uk-options_dot_ndcg@10 | core-ru-options_dot_ndcg@10 | options-uk-title_dot_ndcg@10 | options-ru-title_dot_ndcg@10 | options-uk-options_dot_ndcg@10 | options-ru-options_dot_ndcg@10 | rusisms-uk-title_dot_ndcg@10 | rusisms-ru-title_dot_ndcg@10 | rusisms-uk-options_dot_ndcg@10 | rusisms-ru-options_dot_ndcg@10 | rusisms_corrected-uk-title_dot_ndcg@10 | rusisms_corrected-ru-title_dot_ndcg@10 | rusisms_corrected-uk-options_dot_ndcg@10 | rusisms_corrected-ru-options_dot_ndcg@10 | core_typos-uk-title_dot_ndcg@10 | core_typos-ru-title_dot_ndcg@10 | core_typos-uk-options_dot_ndcg@10 | core_typos-ru-options_dot_ndcg@10 | bm-full--matryoshka_dim-768--_dot_ndcg@1 | bm-full--matryoshka_dim-512--_dot_ndcg@1 | bm-full--matryoshka_dim-256--_dot_ndcg@1 | bm-full--matryoshka_dim-128--_dot_ndcg@1 |
|:----------:|:----------:|:-------------:|:---------------:|:-------------------:|:-------------------------:|:-------------------------:|:---------------------------:|:---------------------------:|:----------------------------:|:----------------------------:|:------------------------------:|:------------------------------:|:----------------------------:|:----------------------------:|:------------------------------:|:------------------------------:|:--------------------------------------:|:--------------------------------------:|:----------------------------------------:|:----------------------------------------:|:-------------------------------:|:-------------------------------:|:---------------------------------:|:---------------------------------:|:----------------------------------------:|:----------------------------------------:|:----------------------------------------:|:----------------------------------------:|
| 2.7017     | 143100     | 0.7397        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 2.7167     | 143895     | 0.7745        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 2.7317     | 144690     | 0.8018        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 2.7467     | 145485     | 0.7712        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 2.7617     | 146280     | 0.7634        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 2.7767     | 147075     | 0.7801        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 2.7917     | 147870     | 0.7608        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 2.8067     | 148665     | 0.7886        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 2.8218     | 149460     | 0.7534        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 2.8368     | 150255     | 0.7848        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 2.8518     | 151050     | 0.7657        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 2.8668     | 151845     | 0.7943        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 2.8818     | 152640     | 0.7683        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 2.8968     | 153435     | 0.7555        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 2.9118     | 154230     | 0.7575        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 2.9268     | 155025     | 0.7253        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 2.9418     | 155820     | 0.7538        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 2.9568     | 156615     | 0.7708        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 2.9719     | 157410     | 0.7582        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 2.9869     | 158205     | 0.7987        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.0002     | 158910     | -             | 0.4537          | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.0019     | 159000     | 0.7604        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.0169     | 159795     | 0.7485        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.0319     | 160590     | 0.7761        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.0469     | 161385     | 0.7606        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.0619     | 162180     | 0.7752        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.0769     | 162975     | 0.7624        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.0919     | 163770     | 0.7764        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.1070     | 164565     | 0.7714        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.1220     | 165360     | 0.7916        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.1370     | 166155     | 0.7484        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.1520     | 166950     | 0.7751        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.1670     | 167745     | 0.7634        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.1820     | 168540     | 0.7549        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.1970     | 169335     | 0.7538        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.2120     | 170130     | 0.7545        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.2270     | 170925     | 0.7738        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.2420     | 171720     | 0.7513        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.2570     | 172515     | 0.7479        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.2721     | 173310     | 0.751         | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.2871     | 174105     | 0.7583        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| **3.3002** | **174801** | **-**         | **0.4436**      | **-**               | **-**                     | **-**                     | **-**                       | **-**                       | **-**                        | **-**                        | **-**                          | **-**                          | **-**                        | **-**                        | **-**                          | **-**                          | **-**                                  | **-**                                  | **-**                                    | **-**                                    | **-**                           | **-**                           | **-**                             | **-**                             | **-**                                    | **-**                                    | **-**                                    | **-**                                    |
| 3.3021     | 174900     | 0.7593        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.3171     | 175695     | 0.7346        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.3321     | 176490     | 0.759         | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.3471     | 177285     | 0.7639        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.3621     | 178080     | 0.7699        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.3771     | 178875     | 0.7463        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.3921     | 179670     | 0.7659        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.4071     | 180465     | 0.7811        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.4221     | 181260     | 0.7658        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.4372     | 182055     | 0.7529        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.4522     | 182850     | 0.7448        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.4672     | 183645     | 0.7308        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.4822     | 184440     | 0.7567        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.4972     | 185235     | 0.7634        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.5122     | 186030     | 0.7619        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.5272     | 186825     | 0.7184        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.5422     | 187620     | 0.7555        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.5572     | 188415     | 0.7801        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.5722     | 189210     | 0.7764        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.5873     | 190005     | 0.7659        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.6002     | 190692     | -             | 0.4584          | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.6023     | 190800     | 0.7329        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.6173     | 191595     | 0.7439        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.6323     | 192390     | 0.7605        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.6473     | 193185     | 0.7511        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.6623     | 193980     | 0.7458        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.6773     | 194775     | 0.7508        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.6923     | 195570     | 0.7467        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.7073     | 196365     | 0.7463        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.7223     | 197160     | 0.7389        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.7373     | 197955     | 0.772         | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.7524     | 198750     | 0.7859        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.7674     | 199545     | 0.7543        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.7824     | 200340     | 0.7635        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.7974     | 201135     | 0.7706        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.8124     | 201930     | 0.7748        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.8274     | 202725     | 0.7552        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.8424     | 203520     | 0.7484        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.8574     | 204315     | 0.7535        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.8724     | 205110     | 0.7615        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.8874     | 205905     | 0.7536        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.9002     | 206583     | -             | 0.4789          | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.9024     | 206700     | 0.7566        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.9175     | 207495     | 0.7747        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.9325     | 208290     | 0.7526        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.9475     | 209085     | 0.759         | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.9625     | 209880     | 0.7477        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.9775     | 210675     | 0.7632        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 3.9925     | 211470     | 0.7625        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.0075     | 212265     | 0.7535        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.0225     | 213060     | 0.745         | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.0376     | 213855     | 0.7311        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.0526     | 214650     | 0.7327        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.0676     | 215445     | 0.7385        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.0826     | 216240     | 0.7521        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.0976     | 217035     | 0.7579        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.1126     | 217830     | 0.7378        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.1276     | 218625     | 0.7641        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.1426     | 219420     | 0.7637        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.1576     | 220215     | 0.7676        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.1726     | 221010     | 0.7789        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.1876     | 221805     | 0.7677        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.2003     | 222474     | -             | 0.4703          | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.2027     | 222600     | 0.77          | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.2177     | 223395     | 0.7386        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.2327     | 224190     | 0.7432        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.2477     | 224985     | 0.7436        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.2627     | 225780     | 0.7366        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.2777     | 226575     | 0.7254        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.2927     | 227370     | 0.7594        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.3077     | 228165     | 0.7646        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.3227     | 228960     | 0.7524        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.3377     | 229755     | 0.7625        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.3527     | 230550     | 0.7647        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.3678     | 231345     | 0.7425        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.3828     | 232140     | 0.7568        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.3978     | 232935     | 0.7809        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.4128     | 233730     | 0.7762        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.4278     | 234525     | 0.7579        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.4428     | 235320     | 0.7625        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.4578     | 236115     | 0.7664        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.4728     | 236910     | 0.7357        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.4878     | 237705     | 0.7316        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.5003     | 238365     | -             | 0.4811          | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.5028     | 238500     | 0.7568        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.5179     | 239295     | 0.7522        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.5329     | 240090     | 0.7529        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.5479     | 240885     | 0.7468        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.5629     | 241680     | 0.7304        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.5779     | 242475     | 0.749         | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.5929     | 243270     | 0.7391        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.6079     | 244065     | 0.7483        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.6229     | 244860     | 0.7682        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.6379     | 245655     | 0.7636        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.6529     | 246450     | 0.7705        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.6679     | 247245     | 0.7516        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.6830     | 248040     | 0.7632        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.6980     | 248835     | 0.7659        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.7130     | 249630     | 0.7254        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.7280     | 250425     | 0.7163        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.7430     | 251220     | 0.7552        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.7580     | 252015     | 0.7654        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.7730     | 252810     | 0.7308        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.7880     | 253605     | 0.7513        | -               | -                   | -                         | -                         | -                           | -                           | -                            | -                            | -                              | -                              | -                            | -                            | -                              | -                              | -                                      | -                                      | -                                        | -                                        | -                               | -                               | -                                 | -                                 | -                                        | -                                        | -                                        | -                                        |
| 4.8003     | 254256     | -             | 0.4811          | 0.4893              | 0.5825                    | 0.5898                    | 0.4895                      | 0.4883                      | 0.7650                       | 0.7638                       | 0.6590                         | 0.6610                         | 0.6648                       | 0.6683                       | 0.5372                         | 0.5433                         | 0.7195                                 | 0.7127                                 | 0.5966                                   | 0.5987                                   | 0.5010                          | 0.5093                          | 0.4117                            | 0.4101                            | 0.4784                                   | 0.4759                                   | 0.4759                                   | 0.4522                                   |

* The bold row denotes the saved checkpoint.
</details>

### Framework Versions
- Python: 3.11.10
- Sentence Transformers: 3.3.0
- Transformers: 4.46.3
- PyTorch: 2.5.1+cu124
- Accelerate: 1.1.1
- Datasets: 3.1.0
- Tokenizers: 0.20.3

## Citation

### BibTeX

#### Sentence Transformers
```bibtex
@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}
```

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