sentence-transformers safetensors xlm-roberta sentence-similarity feature-extraction generated_from_trainer dataset_size:234000 loss:MSELoss arxiv:1908.10084 arxiv:2004.09813 base_model:FacebookAI/xlm-roberta-base base_model:finetune:FacebookAI/xlm-roberta-base model-index autotrain_compatible text-embeddings-inference endpoints_compatible region:us
---
base_model: FacebookAI/xlm-roberta-base
library_name: sentence-transformers
metrics:
- negative_mse
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- generated_from_trainer
- dataset_size:234000
- loss:MSELoss
widget:
- source_sentence: the night before the night before christmas movie
  sentences:
  - hu
  - ' តើការប្រកួតបាល់បោះលីកធំជាងគេដែលវែងជាងគេបំផុតក្នុងប្រវត្តិសាស្ត្រមានអ្វីខ្លះ'
  - Másnapos Karácsony
- source_sentence: when did star wars a new hope come out
  sentences:
  - Koska alexandrian kirjasto tuhoutui tulipalossa
  - bilakah star wars a new hope keluar
  - ms
- source_sentence: what is the relative location of new york city
  sentences:
  - ما هو الموقع النسبي لمدينة نيويورك
  - ar
  - dov'è stato girato il film i cannoni di Navarone
- source_sentence: how many miles from albuquerque new mexico to amarillo texas
  sentences:
  - сколько миль от альбукерке нью мексико до амарилло техас
  - qui a chanté we all live in a yellow submarine
  - ru
- source_sentence: where does food wars anime end in the manga
  sentences:
  - food wars 动漫是在漫画哪里结束的
  - 《食戟之靈》漫畫幾時完
  - zh_hk
model-index:
- name: SentenceTransformer based on FacebookAI/xlm-roberta-base
  results:
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to ar
      type: MSE-val-en-to-ar
    metrics:
    - type: negative_mse
      value: -19.935108721256256
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to da
      type: MSE-val-en-to-da
    metrics:
    - type: negative_mse
      value: -16.227059066295624
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to de
      type: MSE-val-en-to-de
    metrics:
    - type: negative_mse
      value: -17.03149825334549
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to en
      type: MSE-val-en-to-en
    metrics:
    - type: negative_mse
      value: -14.746585488319397
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to es
      type: MSE-val-en-to-es
    metrics:
    - type: negative_mse
      value: -16.7389914393425
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to fi
      type: MSE-val-en-to-fi
    metrics:
    - type: negative_mse
      value: -17.699478566646576
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to fr
      type: MSE-val-en-to-fr
    metrics:
    - type: negative_mse
      value: -16.85505211353302
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to he
      type: MSE-val-en-to-he
    metrics:
    - type: negative_mse
      value: -19.114328920841217
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to hu
      type: MSE-val-en-to-hu
    metrics:
    - type: negative_mse
      value: -17.86249130964279
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to it
      type: MSE-val-en-to-it
    metrics:
    - type: negative_mse
      value: -16.931141912937164
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to ja
      type: MSE-val-en-to-ja
    metrics:
    - type: negative_mse
      value: -18.774642050266266
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to ko
      type: MSE-val-en-to-ko
    metrics:
    - type: negative_mse
      value: -19.68335211277008
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to km
      type: MSE-val-en-to-km
    metrics:
    - type: negative_mse
      value: -19.339339435100555
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to ms
      type: MSE-val-en-to-ms
    metrics:
    - type: negative_mse
      value: -16.49850606918335
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to nl
      type: MSE-val-en-to-nl
    metrics:
    - type: negative_mse
      value: -15.982428193092346
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to no
      type: MSE-val-en-to-no
    metrics:
    - type: negative_mse
      value: -16.261471807956696
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to pl
      type: MSE-val-en-to-pl
    metrics:
    - type: negative_mse
      value: -17.510776221752167
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to pt
      type: MSE-val-en-to-pt
    metrics:
    - type: negative_mse
      value: -16.528253257274628
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to ru
      type: MSE-val-en-to-ru
    metrics:
    - type: negative_mse
      value: -17.358270287513733
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to sv
      type: MSE-val-en-to-sv
    metrics:
    - type: negative_mse
      value: -16.31281077861786
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to th
      type: MSE-val-en-to-th
    metrics:
    - type: negative_mse
      value: -17.586874961853027
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to tr
      type: MSE-val-en-to-tr
    metrics:
    - type: negative_mse
      value: -17.390474677085876
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to vi
      type: MSE-val-en-to-vi
    metrics:
    - type: negative_mse
      value: -17.174969613552094
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to zh cn
      type: MSE-val-en-to-zh_cn
    metrics:
    - type: negative_mse
      value: -18.12549978494644
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to zh hk
      type: MSE-val-en-to-zh_hk
    metrics:
    - type: negative_mse
      value: -18.189936876296997
      name: Negative Mse
  - task:
      type: knowledge-distillation
      name: Knowledge Distillation
    dataset:
      name: MSE val en to zh tw
      type: MSE-val-en-to-zh_tw
    metrics:
    - type: negative_mse
      value: -18.67867261171341
      name: Negative Mse
---

# SentenceTransformer based on FacebookAI/xlm-roberta-base

This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [FacebookAI/xlm-roberta-base](https://huggingface.co/FacebookAI/xlm-roberta-base). 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:** [FacebookAI/xlm-roberta-base](https://huggingface.co/FacebookAI/xlm-roberta-base) <!-- at revision e73636d4f797dec63c3081bb6ed5c7b0bb3f2089 -->
- **Maximum Sequence Length:** 128 tokens
- **Output Dimensionality:** 768 dimensions
- **Similarity Function:** Cosine Similarity
<!-- - **Training Dataset:** Unknown -->
<!-- - **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

```
SentenceTransformer(
  (0): Transformer({'max_seq_length': 128, '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})
)
```

## 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("luanafelbarros/xlm-roberta-base-multilingual-mkqa")
# Run inference
sentences = [
    'where does food wars anime end in the manga',
    '《食戟之靈》漫畫幾時完',
    'zh_hk',
]
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]
```

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</details>
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### Downstream Usage (Sentence Transformers)

You can finetune this model on your own dataset.

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

</details>
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## Evaluation

### Metrics

#### Knowledge Distillation

* Datasets: `MSE-val-en-to-ar`, `MSE-val-en-to-da`, `MSE-val-en-to-de`, `MSE-val-en-to-en`, `MSE-val-en-to-es`, `MSE-val-en-to-fi`, `MSE-val-en-to-fr`, `MSE-val-en-to-he`, `MSE-val-en-to-hu`, `MSE-val-en-to-it`, `MSE-val-en-to-ja`, `MSE-val-en-to-ko`, `MSE-val-en-to-km`, `MSE-val-en-to-ms`, `MSE-val-en-to-nl`, `MSE-val-en-to-no`, `MSE-val-en-to-pl`, `MSE-val-en-to-pt`, `MSE-val-en-to-ru`, `MSE-val-en-to-sv`, `MSE-val-en-to-th`, `MSE-val-en-to-tr`, `MSE-val-en-to-vi`, `MSE-val-en-to-zh_cn`, `MSE-val-en-to-zh_hk` and `MSE-val-en-to-zh_tw`
* Evaluated with [<code>MSEEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.MSEEvaluator)

| Metric           | MSE-val-en-to-ar | MSE-val-en-to-da | MSE-val-en-to-de | MSE-val-en-to-en | MSE-val-en-to-es | MSE-val-en-to-fi | MSE-val-en-to-fr | MSE-val-en-to-he | MSE-val-en-to-hu | MSE-val-en-to-it | MSE-val-en-to-ja | MSE-val-en-to-ko | MSE-val-en-to-km | MSE-val-en-to-ms | MSE-val-en-to-nl | MSE-val-en-to-no | MSE-val-en-to-pl | MSE-val-en-to-pt | MSE-val-en-to-ru | MSE-val-en-to-sv | MSE-val-en-to-th | MSE-val-en-to-tr | MSE-val-en-to-vi | MSE-val-en-to-zh_cn | MSE-val-en-to-zh_hk | MSE-val-en-to-zh_tw |
|:-----------------|:-----------------|:-----------------|:-----------------|:-----------------|:-----------------|:-----------------|:-----------------|:-----------------|:-----------------|:-----------------|:-----------------|:-----------------|:-----------------|:-----------------|:-----------------|:-----------------|:-----------------|:-----------------|:-----------------|:-----------------|:-----------------|:-----------------|:-----------------|:--------------------|:--------------------|:--------------------|
| **negative_mse** | **-19.9351**     | **-16.2271**     | **-17.0315**     | **-14.7466**     | **-16.739**      | **-17.6995**     | **-16.8551**     | **-19.1143**     | **-17.8625**     | **-16.9311**     | **-18.7746**     | **-19.6834**     | **-19.3393**     | **-16.4985**     | **-15.9824**     | **-16.2615**     | **-17.5108**     | **-16.5283**     | **-17.3583**     | **-16.3128**     | **-17.5869**     | **-17.3905**     | **-17.175**      | **-18.1255**        | **-18.1899**        | **-18.6787**        |

<!--
## Bias, Risks and Limitations

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### Recommendations

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## Training Details

### Training Dataset

#### Unnamed Dataset


* Size: 234,000 training samples
* Columns: <code>english</code>, <code>non-english</code>, <code>target</code>, and <code>label</code>
* Approximate statistics based on the first 1000 samples:
  |         | english                                                                            | non-english                                                                       | target                                                                          | label                                |
  |:--------|:-----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:--------------------------------------------------------------------------------|:-------------------------------------|
  | type    | string                                                                             | string                                                                            | string                                                                          | list                                 |
  | details | <ul><li>min: 10 tokens</li><li>mean: 13.21 tokens</li><li>max: 19 tokens</li></ul> | <ul><li>min: 7 tokens</li><li>mean: 13.87 tokens</li><li>max: 31 tokens</li></ul> | <ul><li>min: 3 tokens</li><li>mean: 3.38 tokens</li><li>max: 6 tokens</li></ul> | <ul><li>size: 768 elements</li></ul> |
* Samples:
  | english                                           | non-english                                            | target          | label                                                                                                                       |
  |:--------------------------------------------------|:-------------------------------------------------------|:----------------|:----------------------------------------------------------------------------------------------------------------------------|
  | <code>what are all the wizard of oz movies</code> | <code>the wizard of oz ما هي كل افلام</code>           | <code>ar</code> | <code>[0.5303382277488708, -0.31762194633483887, -0.2945275902748108, -0.6602655649185181, -1.4617066383361816, ...]</code> |
  | <code>what are all the wizard of oz movies</code> | <code>hvad er alle troldmanden fra oz filmene</code>   | <code>da</code> | <code>[0.5303382277488708, -0.31762194633483887, -0.2945275902748108, -0.6602655649185181, -1.4617066383361816, ...]</code> |
  | <code>what are all the wizard of oz movies</code> | <code>Wie heißen alle Der Zauberer von Oz Filme</code> | <code>de</code> | <code>[0.5303382277488708, -0.31762194633483887, -0.2945275902748108, -0.6602655649185181, -1.4617066383361816, ...]</code> |
* Loss: [<code>MSELoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#mseloss)

### Evaluation Dataset

#### Unnamed Dataset


* Size: 13,000 evaluation samples
* Columns: <code>english</code>, <code>non-english</code>, <code>target</code>, and <code>label</code>
* Approximate statistics based on the first 1000 samples:
  |         | english                                                                            | non-english                                                                       | target                                                                          | label                                |
  |:--------|:-----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:--------------------------------------------------------------------------------|:-------------------------------------|
  | type    | string                                                                             | string                                                                            | string                                                                          | list                                 |
  | details | <ul><li>min: 10 tokens</li><li>mean: 13.05 tokens</li><li>max: 22 tokens</li></ul> | <ul><li>min: 5 tokens</li><li>mean: 13.79 tokens</li><li>max: 34 tokens</li></ul> | <ul><li>min: 3 tokens</li><li>mean: 3.38 tokens</li><li>max: 6 tokens</li></ul> | <ul><li>size: 768 elements</li></ul> |
* Samples:
  | english                                                       | non-english                                                           | target          | label                                                                                                                     |
  |:--------------------------------------------------------------|:----------------------------------------------------------------------|:----------------|:--------------------------------------------------------------------------------------------------------------------------|
  | <code>a change to the constitution must be approved by</code> | <code>يجب الموافقة على تغيير الدستور</code>                           | <code>ar</code> | <code>[1.0918692350387573, 0.8024187684059143, 0.23035858571529388, 0.16300565004348755, -0.6033854484558105, ...]</code> |
  | <code>a change to the constitution must be approved by</code> | <code>en ændring af forfatningen skal godkendes af</code>             | <code>da</code> | <code>[1.0918692350387573, 0.8024187684059143, 0.23035858571529388, 0.16300565004348755, -0.6033854484558105, ...]</code> |
  | <code>a change to the constitution must be approved by</code> | <code>Eine Änderung der Verfassung muss gebilligt werden durch</code> | <code>de</code> | <code>[1.0918692350387573, 0.8024187684059143, 0.23035858571529388, 0.16300565004348755, -0.6033854484558105, ...]</code> |
* Loss: [<code>MSELoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#mseloss)

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

- `eval_strategy`: steps
- `per_device_train_batch_size`: 64
- `per_device_eval_batch_size`: 64
- `learning_rate`: 2e-05
- `warmup_ratio`: 0.1
- `fp16`: True

#### 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`: 64
- `per_device_eval_batch_size`: 64
- `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`: 3
- `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`: False
- `fp16`: True
- `fp16_opt_level`: O1
- `half_precision_backend`: auto
- `bf16_full_eval`: False
- `fp16_full_eval`: False
- `tf32`: None
- `local_rank`: 0
- `ddp_backend`: None
- `tpu_num_cores`: None
- `tpu_metrics_debug`: False
- `debug`: []
- `dataloader_drop_last`: False
- `dataloader_num_workers`: 0
- `dataloader_prefetch_factor`: None
- `past_index`: -1
- `disable_tqdm`: False
- `remove_unused_columns`: True
- `label_names`: None
- `load_best_model_at_end`: False
- `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`: adamw_torch
- `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`: False
- `resume_from_checkpoint`: None
- `hub_model_id`: None
- `hub_strategy`: every_save
- `hub_private_repo`: False
- `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`: None
- `batch_sampler`: batch_sampler
- `multi_dataset_batch_sampler`: proportional

</details>

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

| Epoch  | Step  | Training Loss | Validation Loss | MSE-val-en-to-ar_negative_mse | MSE-val-en-to-da_negative_mse | MSE-val-en-to-de_negative_mse | MSE-val-en-to-en_negative_mse | MSE-val-en-to-es_negative_mse | MSE-val-en-to-fi_negative_mse | MSE-val-en-to-fr_negative_mse | MSE-val-en-to-he_negative_mse | MSE-val-en-to-hu_negative_mse | MSE-val-en-to-it_negative_mse | MSE-val-en-to-ja_negative_mse | MSE-val-en-to-ko_negative_mse | MSE-val-en-to-km_negative_mse | MSE-val-en-to-ms_negative_mse | MSE-val-en-to-nl_negative_mse | MSE-val-en-to-no_negative_mse | MSE-val-en-to-pl_negative_mse | MSE-val-en-to-pt_negative_mse | MSE-val-en-to-ru_negative_mse | MSE-val-en-to-sv_negative_mse | MSE-val-en-to-th_negative_mse | MSE-val-en-to-tr_negative_mse | MSE-val-en-to-vi_negative_mse | MSE-val-en-to-zh_cn_negative_mse | MSE-val-en-to-zh_hk_negative_mse | MSE-val-en-to-zh_tw_negative_mse |
|:------:|:-----:|:-------------:|:---------------:|:-----------------------------:|:-----------------------------:|:-----------------------------:|:-----------------------------:|:-----------------------------:|:-----------------------------:|:-----------------------------:|:-----------------------------:|:-----------------------------:|:-----------------------------:|:-----------------------------:|:-----------------------------:|:-----------------------------:|:-----------------------------:|:-----------------------------:|:-----------------------------:|:-----------------------------:|:-----------------------------:|:-----------------------------:|:-----------------------------:|:-----------------------------:|:-----------------------------:|:-----------------------------:|:--------------------------------:|:--------------------------------:|:--------------------------------:|
| 0.0273 | 100   | 0.7471        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.0547 | 200   | 0.5344        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.0820 | 300   | 0.4011        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.1094 | 400   | 0.3686        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.1367 | 500   | 0.3558        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.1641 | 600   | 0.3527        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.1914 | 700   | 0.3479        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.2188 | 800   | 0.3373        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.2461 | 900   | 0.3315        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.2734 | 1000  | 0.3243        | 0.3143          | -31.0036                      | -30.4995                      | -30.5974                      | -30.3236                      | -30.5190                      | -30.6680                      | -30.5902                      | -30.8805                      | -30.7873                      | -30.6191                      | -30.7149                      | -30.7932                      | -30.8955                      | -30.5254                      | -30.5554                      | -30.5243                      | -30.6522                      | -30.5353                      | -30.5800                      | -30.5240                      | -30.7348                      | -30.7127                      | -30.6429                      | -30.5608                         | -30.5626                         | -30.5837                         |
| 0.3008 | 1100  | 0.3175        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.3281 | 1200  | 0.3126        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.3555 | 1300  | 0.3082        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.3828 | 1400  | 0.3049        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.4102 | 1500  | 0.3019        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.4375 | 1600  | 0.2988        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.4649 | 1700  | 0.2979        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.4922 | 1800  | 0.2926        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.5196 | 1900  | 0.2885        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.5469 | 2000  | 0.2879        | 0.2787          | -26.4435                      | -25.3475                      | -25.5656                      | -24.8280                      | -25.4096                      | -25.8103                      | -25.4399                      | -26.1209                      | -25.8292                      | -25.5216                      | -26.0866                      | -26.4725                      | -26.2586                      | -25.5986                      | -25.3495                      | -25.2907                      | -25.6509                      | -25.3489                      | -25.4795                      | -25.3660                      | -25.7628                      | -25.7572                      | -25.6763                      | -25.7273                         | -25.7893                         | -25.8524                         |
| 0.5742 | 2100  | 0.2843        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.6016 | 2200  | 0.2821        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.6289 | 2300  | 0.2795        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.6563 | 2400  | 0.2808        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.6836 | 2500  | 0.2771        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.7110 | 2600  | 0.2745        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.7383 | 2700  | 0.272         | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.7657 | 2800  | 0.2711        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.7930 | 2900  | 0.2685        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.8203 | 3000  | 0.267         | 0.2638          | -24.2447                      | -22.3985                      | -22.7542                      | -21.5879                      | -22.5929                      | -23.2891                      | -22.6798                      | -23.7047                      | -23.1739                      | -22.7708                      | -23.5962                      | -24.2250                      | -23.9269                      | -22.8039                      | -22.2681                      | -22.3432                      | -22.9390                      | -22.5717                      | -22.8201                      | -22.4143                      | -23.1236                      | -23.1100                      | -22.9658                      | -23.0786                         | -23.2390                         | -23.3243                         |
| 0.8477 | 3100  | 0.2718        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.8750 | 3200  | 0.2674        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.9024 | 3300  | 0.2662        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.9297 | 3400  | 0.2631        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.9571 | 3500  | 0.26          | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 0.9844 | 3600  | 0.2586        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.0118 | 3700  | 0.2575        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.0391 | 3800  | 0.2549        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.0664 | 3900  | 0.2529        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.0938 | 4000  | 0.2511        | 0.2469          | -22.9347                      | -20.4196                      | -20.9011                      | -19.3762                      | -20.7242                      | -21.5322                      | -20.7711                      | -22.3208                      | -21.5176                      | -20.9047                      | -22.1008                      | -22.8701                      | -22.4827                      | -20.7383                      | -20.2571                      | -20.3842                      | -21.1960                      | -20.6791                      | -21.0474                      | -20.4460                      | -21.3999                      | -21.3937                      | -21.1382                      | -21.5265                         | -21.6918                         | -21.8791                         |
| 1.1211 | 4100  | 0.2502        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.1485 | 4200  | 0.2491        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.1758 | 4300  | 0.248         | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.2032 | 4400  | 0.2463        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.2305 | 4500  | 0.2445        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.2579 | 4600  | 0.2432        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.2852 | 4700  | 0.2419        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.3126 | 4800  | 0.2405        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.3399 | 4900  | 0.2404        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.3672 | 5000  | 0.2394        | 0.2354          | -21.7963                      | -18.8622                      | -19.4636                      | -17.6703                      | -19.2473                      | -20.1437                      | -19.3378                      | -21.1200                      | -20.1560                      | -19.4587                      | -20.9473                      | -21.6343                      | -21.2979                      | -19.1964                      | -18.6653                      | -18.8517                      | -19.8565                      | -19.1500                      | -19.6760                      | -18.9243                      | -19.9718                      | -19.9191                      | -19.6695                      | -20.2707                         | -20.4090                         | -20.6846                         |
| 1.3946 | 5100  | 0.2375        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.4219 | 5200  | 0.2374        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.4493 | 5300  | 0.236         | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.4766 | 5400  | 0.2335        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.5040 | 5500  | 0.2346        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.5313 | 5600  | 0.2335        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.5587 | 5700  | 0.232         | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.5860 | 5800  | 0.2314        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.6133 | 5900  | 0.2304        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.6407 | 6000  | 0.2303        | 0.2289          | -21.1967                      | -17.9192                      | -18.5833                      | -16.6276                      | -18.3510                      | -19.2977                      | -18.4551                      | -20.3960                      | -19.3202                      | -18.5573                      | -20.1420                      | -20.9358                      | -20.6084                      | -18.2396                      | -17.7261                      | -17.9322                      | -19.0167                      | -18.2305                      | -18.8471                      | -17.9794                      | -19.1440                      | -19.0105                      | -18.7845                      | -19.4778                         | -19.6095                         | -19.9643                         |
| 1.6680 | 6100  | 0.2294        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.6954 | 6200  | 0.229         | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.7227 | 6300  | 0.2275        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.7501 | 6400  | 0.2285        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.7774 | 6500  | 0.2279        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.8048 | 6600  | 0.2275        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.8321 | 6700  | 0.2256        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.8594 | 6800  | 0.2259        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.8868 | 6900  | 0.2237        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.9141 | 7000  | 0.2232        | 0.2242          | -20.6888                      | -17.2295                      | -17.9547                      | -15.8517                      | -17.7267                      | -18.6854                      | -17.8191                      | -19.8853                      | -18.7432                      | -17.9054                      | -19.5866                      | -20.4321                      | -20.1381                      | -17.5215                      | -16.9982                      | -17.2683                      | -18.4340                      | -17.5295                      | -18.2454                      | -17.3006                      | -18.5072                      | -18.3554                      | -18.1438                      | -18.9634                         | -19.0843                         | -19.4826                         |
| 1.9415 | 7100  | 0.2231        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.9688 | 7200  | 0.2225        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 1.9962 | 7300  | 0.2235        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.0235 | 7400  | 0.2224        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.0509 | 7500  | 0.2206        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.0782 | 7600  | 0.2205        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.1056 | 7700  | 0.2196        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.1329 | 7800  | 0.22          | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.1602 | 7900  | 0.2188        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.1876 | 8000  | 0.2184        | 0.2209          | -20.3380                      | -16.7285                      | -17.5078                      | -15.3142                      | -17.2366                      | -18.1903                      | -17.3419                      | -19.5057                      | -18.2970                      | -17.4283                      | -19.1880                      | -20.0709                      | -19.7478                      | -17.0291                      | -16.5125                      | -16.7629                      | -17.9586                      | -17.0487                      | -17.7907                      | -16.8237                      | -18.0585                      | -17.8714                      | -17.6527                      | -18.5499                         | -18.6504                         | -19.0688                         |
| 2.2149 | 8100  | 0.2189        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.2423 | 8200  | 0.2178        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.2696 | 8300  | 0.2185        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.2970 | 8400  | 0.2175        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.3243 | 8500  | 0.2183        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.3517 | 8600  | 0.2176        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.3790 | 8700  | 0.2169        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.4063 | 8800  | 0.2172        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.4337 | 8900  | 0.2153        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.4610 | 9000  | 0.2162        | 0.2187          | -20.1028                      | -16.4147                      | -17.2107                      | -14.9595                      | -16.9406                      | -17.9101                      | -17.0441                      | -19.2680                      | -18.0594                      | -17.1276                      | -18.9403                      | -19.8407                      | -19.5169                      | -16.6976                      | -16.1859                      | -16.4554                      | -17.6828                      | -16.7360                      | -17.5378                      | -16.5167                      | -17.7710                      | -17.5853                      | -17.3717                      | -18.3032                         | -18.3627                         | -18.8466                         |
| 2.4884 | 9100  | 0.2159        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.5157 | 9200  | 0.2161        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.5431 | 9300  | 0.2148        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.5704 | 9400  | 0.2148        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.5978 | 9500  | 0.2154        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.6251 | 9600  | 0.2142        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.6524 | 9700  | 0.2144        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.6798 | 9800  | 0.215         | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.7071 | 9900  | 0.2142        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.7345 | 10000 | 0.2139        | 0.2174          | -19.9351                      | -16.2271                      | -17.0315                      | -14.7466                      | -16.7390                      | -17.6995                      | -16.8551                      | -19.1143                      | -17.8625                      | -16.9311                      | -18.7746                      | -19.6834                      | -19.3393                      | -16.4985                      | -15.9824                      | -16.2615                      | -17.5108                      | -16.5283                      | -17.3583                      | -16.3128                      | -17.5869                      | -17.3905                      | -17.1750                      | -18.1255                         | -18.1899                         | -18.6787                         |
| 2.7618 | 10100 | 0.2134        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.7892 | 10200 | 0.2141        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.8165 | 10300 | 0.2147        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.8439 | 10400 | 0.2138        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.8712 | 10500 | 0.2133        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.8986 | 10600 | 0.2129        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.9259 | 10700 | 0.2129        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.9532 | 10800 | 0.2129        | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |
| 2.9806 | 10900 | 0.214         | -               | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                             | -                                | -                                | -                                |

</details>

### Framework Versions
- Python: 3.10.12
- Sentence Transformers: 3.3.1
- Transformers: 4.46.2
- PyTorch: 2.5.1+cu121
- 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",
}
```

#### MSELoss
```bibtex
@inproceedings{reimers-2020-multilingual-sentence-bert,
    title = "Making Monolingual Sentence Embeddings Multilingual using Knowledge Distillation",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2020",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/2004.09813",
}
```

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