End of training

README.md

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+---
+license: apache-2.0
+base_model: allenai/longformer-base-4096
+tags:
+- generated_from_trainer
+metrics:
+- accuracy
+- f1
+- precision
+- recall
+model-index:
+- name: framing_classification_longformer_30_augmented_multi
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# framing_classification_longformer_30_augmented_multi
+
+This model is a fine-tuned version of [allenai/longformer-base-4096](https://huggingface.co/allenai/longformer-base-4096) on an unknown dataset.
+It achieves the following results on the evaluation set:
+- Loss: 1.3585
+- Accuracy: 0.6170
+- F1: 0.1988
+- Precision: 0.2058
+- Recall: 0.2476
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+- learning_rate: 2e-05
+- train_batch_size: 1
+- eval_batch_size: 1
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 30
+
+### Training results
+
+| Training Loss | Epoch | Step   | Accuracy | F1     | Validation Loss | Precision | Recall |
+|:-------------:|:-----:|:------:|:--------:|:------:|:---------------:|:---------:|:------:|
+| 1.282         | 1.0   | 7043   | 0.5773   | 0.1691 | 1.5099          | 0.1473    | 0.2326 |
+| 2.5135        | 2.0   | 14086  | 0.5455   | 0.1008 | 2.2716          | 0.0779    | 0.1429 |
+| 2.384         | 3.0   | 21129  | 0.5455   | 0.1008 | 2.6195          | 0.0779    | 0.1429 |
+| 2.5536        | 4.0   | 28172  | 0.5455   | 0.1008 | 2.3823          | 0.0779    | 0.1429 |
+| 2.3549        | 5.0   | 35215  | 0.5455   | 0.1008 | 2.3964          | 0.0779    | 0.1429 |
+| 2.3181        | 6.0   | 42258  | 0.5455   | 0.1008 | 2.4343          | 0.0779    | 0.1429 |
+| 2.4398        | 7.0   | 49301  | 0.5455   | 0.1008 | 2.4609          | 0.0779    | 0.1429 |
+| 2.3715        | 8.0   | 56344  | 0.5455   | 0.1008 | 2.4317          | 0.0779    | 0.1429 |
+| 2.5554        | 9.0   | 63387  | 0.5455   | 0.1008 | 2.3966          | 0.0779    | 0.1429 |
+| 1.3177        | 10.0  | 70430  | 0.5830   | 0.1707 | 1.4776          | 0.1472    | 0.2352 |
+| 1.3928        | 11.0  | 77473  | 0.6159   | 0.1750 | 1.5114          | 0.1470    | 0.2348 |
+| 1.5202        | 12.0  | 84516  | 0.6159   | 0.1746 | 1.4525          | 0.1465    | 0.2337 |
+| 1.4013        | 13.0  | 91559  | 0.5909   | 0.1625 | 1.4524          | 0.1399    | 0.2113 |
+| 1.4087        | 14.0  | 98602  | 0.5955   | 0.1736 | 1.4572          | 0.1484    | 0.2385 |
+| 2.3755        | 15.0  | 105645 | 0.5727   | 0.1420 | 1.9328          | 0.1193    | 0.1771 |
+| 2.2211        | 16.0  | 112688 | 0.5943   | 0.1596 | 1.7707          | 0.1317    | 0.2043 |
+| 2.0359        | 17.0  | 119731 | 0.5830   | 0.1506 | 1.9399          | 0.1248    | 0.19   |
+| 1.7553        | 18.0  | 126774 | 0.5920   | 0.1580 | 1.8171          | 0.1306    | 0.2026 |
+| 1.4321        | 19.0  | 133817 | 0.6125   | 0.1733 | 1.4162          | 0.1462    | 0.2317 |
+| 1.4545        | 20.0  | 140860 | 0.6068   | 0.1728 | 1.4446          | 0.1466    | 0.2324 |
+| 1.3939        | 21.0  | 147903 | 0.6148   | 0.1747 | 1.4451          | 0.1473    | 0.2345 |
+| 1.4333        | 22.0  | 154946 | 0.5841   | 0.1702 | 1.4462          | 0.1474    | 0.2333 |
+| 1.3013        | 23.0  | 161989 | 0.6170   | 0.1757 | 1.4099          | 0.1480    | 0.2363 |
+| 1.397         | 24.0  | 169032 | 0.6170   | 0.1766 | 1.4181          | 0.1489    | 0.2385 |
+| 1.4752        | 25.0  | 176075 | 0.6136   | 0.1727 | 1.3997          | 0.1444    | 0.2297 |
+| 1.372         | 26.0  | 183118 | 1.4134   | 0.6170 | 0.1748          | 0.1471    | 0.2340 |
+| 1.4563        | 27.0  | 190161 | 1.3920   | 0.6205 | 0.1775          | 0.1492    | 0.2394 |
+| 1.3727        | 28.0  | 197204 | 1.3763   | 0.6125 | 0.1737          | 0.1465    | 0.2328 |
+| 1.4587        | 29.0  | 204247 | 1.3585   | 0.6170 | 0.1988          | 0.2058    | 0.2476 |
+| 1.2723        | 30.0  | 211290 | 1.3586   | 0.6136 | 0.1973          | 0.1967    | 0.2455 |
+
+
+### Framework versions
+
+- Transformers 4.32.0.dev0
+- Pytorch 2.0.1
+- Datasets 2.14.4
+- Tokenizers 0.13.3

config.json

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+{
+  "_name_or_path": "allenai/longformer-base-4096",
+  "architectures": [
+    "LongformerForSequenceClassification"
+  ],
+  "attention_mode": "longformer",
+  "attention_probs_dropout_prob": 0.1,
+  "attention_window": [
+    512,
+    512,
+    512,
+    512,
+    512,
+    512,
+    512,
+    512,
+    512,
+    512,
+    512,
+    512
+  ],
+  "bos_token_id": 0,
+  "eos_token_id": 2,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "effects",
+    "1": "politics",
+    "2": "social progress",
+    "3": "economic competitiveness",
+    "4": "morality",
+    "5": "other",
+    "6": "science"
+  },
+  "ignore_attention_mask": false,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "economic competitiveness": 3,
+    "effects": 0,
+    "morality": 4,
+    "other": 5,
+    "politics": 1,
+    "science": 6,
+    "social progress": 2
+  },
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 4098,
+  "model_type": "longformer",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "onnx_export": false,
+  "pad_token_id": 1,
+  "problem_type": "single_label_classification",
+  "sep_token_id": 2,
+  "torch_dtype": "float32",
+  "transformers_version": "4.32.0.dev0",
+  "type_vocab_size": 1,
+  "vocab_size": 50265
+}

pytorch_model.bin

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special_tokens_map.json

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+{
+  "bos_token": "<s>",
+  "cls_token": "<s>",
+  "eos_token": "</s>",
+  "mask_token": {
+    "content": "<mask>",
+    "lstrip": true,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "unk_token": "<unk>"
+}

tokenizer_config.json

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+{
+  "add_prefix_space": false,
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": true,
+  "cls_token": "<s>",
+  "eos_token": "</s>",
+  "errors": "replace",
+  "mask_token": "<mask>",
+  "max_length": 4096,
+  "model_max_length": 4096,
+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "tokenizer_class": "LongformerTokenizer",
+  "trim_offsets": true,
+  "unk_token": "<unk>"
+}

training_args.bin

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+size 4155