End of training
Browse files- .gitattributes +1 -0
- README.md +71 -0
- config.json +32 -0
- model.safetensors +3 -0
- special_tokens_map.json +51 -0
- tokenizer.json +3 -0
- tokenizer_config.json +57 -0
- training_args.bin +3 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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library_name: transformers
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license: apache-2.0
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base_model: google/rembert
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tags:
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- generated_from_trainer
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metrics:
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- accuracy
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model-index:
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- name: populism_classifier_414
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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# populism_classifier_414
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This model is a fine-tuned version of [google/rembert](https://huggingface.co/google/rembert) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.6120
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- Accuracy: 0.9406
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- 1-f1: 0.0
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- 1-recall: 0.0
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- 1-precision: 0.0
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- Balanced Acc: 0.5
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 1e-05
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- train_batch_size: 16
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- eval_batch_size: 16
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- seed: 42
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- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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- lr_scheduler_type: linear
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- num_epochs: 20
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- mixed_precision_training: Native AMP
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | 1-f1 | 1-recall | 1-precision | Balanced Acc |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:----:|:--------:|:-----------:|:------------:|
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| 0.4455 | 1.0 | 122 | 0.6099 | 0.9406 | 0.0 | 0.0 | 0.0 | 0.5 |
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| 0.4506 | 2.0 | 244 | 0.6118 | 0.9406 | 0.0 | 0.0 | 0.0 | 0.5 |
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| 0.5607 | 3.0 | 366 | 0.6010 | 0.9406 | 0.0 | 0.0 | 0.0 | 0.5 |
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| 0.4996 | 4.0 | 488 | 0.6204 | 0.9406 | 0.0 | 0.0 | 0.0 | 0.5 |
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| 0.731 | 5.0 | 610 | 0.6237 | 0.9406 | 0.0 | 0.0 | 0.0 | 0.5 |
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| 0.464 | 6.0 | 732 | 0.6120 | 0.9406 | 0.0 | 0.0 | 0.0 | 0.5 |
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### Framework versions
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- Transformers 4.46.3
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- Pytorch 2.4.1+cu121
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- Datasets 3.1.0
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- Tokenizers 0.20.3
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config.json
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{
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"_name_or_path": "google/rembert",
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"architectures": [
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"RemBertForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0,
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"bos_token_id": 312,
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"classifier_dropout_prob": 0.1,
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"embedding_dropout_prob": 0,
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"embedding_size": 256,
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"eos_token_id": 313,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0,
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"hidden_size": 1152,
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"initializer_range": 0.02,
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"input_embedding_size": 256,
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"intermediate_size": 4608,
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "rembert",
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"num_attention_heads": 18,
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"num_hidden_layers": 32,
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"output_embedding_size": 1664,
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"pad_token_id": 0,
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"problem_type": "single_label_classification",
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"tie_word_embeddings": false,
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"torch_dtype": "float32",
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"transformers_version": "4.46.3",
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"type_vocab_size": 2,
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"use_cache": true,
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"vocab_size": 250300
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:5b3d43a02788399f3b4e96f6d1e2504e081b9d8e9e8bea2f66a0f78e11899d23
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size 2303755328
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special_tokens_map.json
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{
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"bos_token": {
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"content": "[CLS]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"cls_token": {
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"content": "[CLS]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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"eos_token": {
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"content": "[SEP]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"mask_token": {
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"content": "[MASK]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": {
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"content": "[PAD]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"sep_token": {
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"content": "[SEP]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"unk_token": {
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"content": "[UNK]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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}
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}
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tokenizer.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:21f2ff9f5aee9a5c4d10d18795ba77a707bf0018e4023bb6b4e70355aa7d7522
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size 16710168
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tokenizer_config.json
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{
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"added_tokens_decoder": {
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"0": {
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"content": "[PAD]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"2": {
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"content": "[UNK]",
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"lstrip": false,
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"special": true
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},
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"312": {
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"313": {
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"content": "[SEP]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"314": {
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"content": "[MASK]",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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}
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},
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| 44 |
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"bos_token": "[CLS]",
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| 45 |
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"clean_up_tokenization_spaces": false,
|
| 46 |
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"cls_token": "[CLS]",
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| 47 |
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"do_lower_case": false,
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| 48 |
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"eos_token": "[SEP]",
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"keep_accents": true,
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| 50 |
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"mask_token": "[MASK]",
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| 51 |
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"model_max_length": 1000000000000000019884624838656,
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| 52 |
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"pad_token": "[PAD]",
|
| 53 |
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"remove_space": true,
|
| 54 |
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"sep_token": "[SEP]",
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| 55 |
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"tokenizer_class": "RemBertTokenizer",
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| 56 |
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"unk_token": "[UNK]"
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| 57 |
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}
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training_args.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:c594b177e58abef75cc6e94155a0f221e2841460ff759eccf6e23f9ffa2e8e50
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size 5432
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