End of training
Browse files- README.md +66 -0
- config.json +40 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- runs/Jun19_03-17-58_14549fcbbc49/events.out.tfevents.1750303089.14549fcbbc49.1208.0 +3 -0
- special_tokens_map.json +51 -0
- tokenizer.json +0 -0
- tokenizer_config.json +60 -0
- training_args.bin +3 -0
- vocab.json +0 -0
README.md
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---
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library_name: transformers
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license: mit
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base_model: microsoft/deberta-large-mnli
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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: roberta-classifier_batch32
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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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# roberta-classifier_batch32
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This model is a fine-tuned version of [microsoft/deberta-large-mnli](https://huggingface.co/microsoft/deberta-large-mnli) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.1474
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- Accuracy: 0.941
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- Auc: 0.988
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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: 0.0002
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- train_batch_size: 32
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- eval_batch_size: 32
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- seed: 42
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- optimizer: Use OptimizerNames.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: 5
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy | Auc |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|:-----:|
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| 0.2918 | 1.0 | 161 | 0.2840 | 0.889 | 0.976 |
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| 0.2151 | 2.0 | 322 | 0.1792 | 0.923 | 0.984 |
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| 0.193 | 3.0 | 483 | 0.1571 | 0.938 | 0.986 |
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| 0.1756 | 4.0 | 644 | 0.1434 | 0.943 | 0.988 |
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| 0.1623 | 5.0 | 805 | 0.1474 | 0.941 | 0.988 |
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### Framework versions
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- Transformers 4.52.4
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- Pytorch 2.6.0+cu124
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- Datasets 2.14.4
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- Tokenizers 0.21.1
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config.json
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{
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"architectures": [
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"DebertaForSequenceClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 1024,
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"id2label": {
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"0": "fake",
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"1": "real"
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},
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"initializer_range": 0.02,
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"intermediate_size": 4096,
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"label2id": {
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"fake": 0,
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"real": 1
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},
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"layer_norm_eps": 1e-07,
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"legacy": true,
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"max_position_embeddings": 512,
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"max_relative_positions": -1,
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"model_type": "deberta",
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"num_attention_heads": 16,
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"num_hidden_layers": 24,
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"pad_token_id": 0,
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"pooler_dropout": 0,
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"pooler_hidden_act": "gelu",
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"pooler_hidden_size": 1024,
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"pos_att_type": [
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"c2p",
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"p2c"
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],
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"position_biased_input": false,
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"relative_attention": true,
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"torch_dtype": "float32",
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"transformers_version": "4.52.4",
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"type_vocab_size": 0,
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"vocab_size": 50265
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}
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merges.txt
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:ed6cea0e7d9edf110e29d7503c3f3e94a1012a1218dff75a61c252a1577e9cae
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size 1624907048
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runs/Jun19_03-17-58_14549fcbbc49/events.out.tfevents.1750303089.14549fcbbc49.1208.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:22a8ddf49aebb67135da0beb82eea6064ba658d30557f6a258a7b1d7f14772bf
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size 8444
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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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},
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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": true,
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"normalized": true,
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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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tokenizer_config.json
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{
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"add_bos_token": false,
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"add_prefix_space": false,
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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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"1": {
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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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"special": true
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},
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"2": {
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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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"3": {
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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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"special": true
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},
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"50264": {
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"content": "[MASK]",
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"lstrip": true,
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"normalized": true,
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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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"bos_token": "[CLS]",
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"clean_up_tokenization_spaces": false,
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"cls_token": "[CLS]",
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"do_lower_case": false,
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"eos_token": "[SEP]",
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"errors": "replace",
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"extra_special_tokens": {},
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"mask_token": "[MASK]",
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"model_max_length": 1000000000000000019884624838656,
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"pad_token": "[PAD]",
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"sep_token": "[SEP]",
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"tokenizer_class": "DebertaTokenizer",
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"unk_token": "[UNK]",
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"vocab_type": "gpt2"
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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:d57379df36eaf57d37b947c927cbea038ef334e49c4b1eff62d7b9a3bbd615b9
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size 5304
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vocab.json
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