sanchirjav
commited on
Commit
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6708705
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Parent(s):
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End of training
Browse files- README.md +85 -0
- config.json +43 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- runs/May20_15-00-51_82e5d3590b5c/events.out.tfevents.1716217253.82e5d3590b5c.324.1 +3 -0
- special_tokens_map.json +51 -0
- tokenizer.json +0 -0
- tokenizer_config.json +57 -0
- training_args.bin +3 -0
- vocab.json +0 -0
README.md
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---
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language:
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- mn
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base_model: bayartsogt/mongolian-roberta-base
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tags:
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- generated_from_trainer
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metrics:
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- precision
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- recall
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- f1
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- accuracy
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model-index:
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- name: roberta-base-ner-demo-turshilt3
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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-base-ner-demo-turshilt3
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This model is a fine-tuned version of [bayartsogt/mongolian-roberta-base](https://huggingface.co/bayartsogt/mongolian-roberta-base) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.0402
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- Precision: 0.9794
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- Recall: 0.9809
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- F1: 0.9801
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- Accuracy: 0.9939
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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: 3e-05
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- train_batch_size: 32
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- eval_batch_size: 64
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- seed: 42
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- gradient_accumulation_steps: 2
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- total_train_batch_size: 64
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: linear
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- lr_scheduler_warmup_ratio: 0.1
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- num_epochs: 15
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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 | Precision | Recall | F1 | Accuracy |
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|:-------------:|:-------:|:----:|:---------------:|:---------:|:------:|:------:|:--------:|
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| 0.028 | 0.9958 | 119 | 0.0243 | 0.9769 | 0.9804 | 0.9786 | 0.9941 |
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| 0.0193 | 2.0 | 239 | 0.0279 | 0.9783 | 0.9813 | 0.9798 | 0.9942 |
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| 0.0113 | 2.9958 | 358 | 0.0307 | 0.9773 | 0.9806 | 0.9790 | 0.9938 |
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| 0.0069 | 4.0 | 478 | 0.0324 | 0.9764 | 0.9789 | 0.9776 | 0.9935 |
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| 0.0044 | 4.9958 | 597 | 0.0378 | 0.9762 | 0.9785 | 0.9774 | 0.9934 |
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| 0.0034 | 6.0 | 717 | 0.0373 | 0.9743 | 0.9771 | 0.9757 | 0.9933 |
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| 0.0029 | 6.9958 | 836 | 0.0353 | 0.9775 | 0.9799 | 0.9787 | 0.9938 |
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| 0.002 | 8.0 | 956 | 0.0385 | 0.9787 | 0.9810 | 0.9798 | 0.9938 |
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| 0.0017 | 8.9958 | 1075 | 0.0393 | 0.9767 | 0.9795 | 0.9781 | 0.9936 |
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| 0.0013 | 10.0 | 1195 | 0.0396 | 0.9781 | 0.9794 | 0.9788 | 0.9935 |
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| 0.0009 | 10.9958 | 1314 | 0.0398 | 0.9792 | 0.9812 | 0.9802 | 0.9938 |
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| 0.0008 | 12.0 | 1434 | 0.0393 | 0.9794 | 0.9812 | 0.9803 | 0.9938 |
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| 0.0008 | 12.9958 | 1553 | 0.0404 | 0.9797 | 0.9808 | 0.9803 | 0.9938 |
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| 0.0006 | 14.0 | 1673 | 0.0404 | 0.9791 | 0.9808 | 0.9799 | 0.9937 |
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| 0.0006 | 14.9372 | 1785 | 0.0402 | 0.9794 | 0.9809 | 0.9801 | 0.9939 |
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### Framework versions
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- Transformers 4.40.2
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- Pytorch 2.2.1+cu121
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- Datasets 2.19.1
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- Tokenizers 0.19.1
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config.json
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{
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"_name_or_path": "bayartsogt/mongolian-roberta-base",
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"architectures": [
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"RobertaForTokenClassification"
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],
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"attention_probs_dropout_prob": 0.1,
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"bos_token_id": 0,
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"classifier_dropout": null,
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"eos_token_id": 2,
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"finetuning_task": "ner",
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"gradient_checkpointing": false,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"id2label": {
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"0": "O",
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"1": "LOC",
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"2": "MISC",
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"3": "ORG",
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"4": "PER"
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},
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"label2id": {
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"LOC": 1,
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"MISC": 2,
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"O": 0,
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"ORG": 3,
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"PER": 4
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},
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"layer_norm_eps": 1e-05,
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"max_position_embeddings": 514,
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"model_type": "roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"torch_dtype": "float32",
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"transformers_version": "4.40.2",
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"type_vocab_size": 1,
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"use_cache": true,
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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:d6387a76e861e1ecf6e46118b03f5d335beada5f4574b5e2ad09838c3280cd4e
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size 496259468
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runs/May20_15-00-51_82e5d3590b5c/events.out.tfevents.1716217253.82e5d3590b5c.324.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:bf9b2f1deaf10800d96d3b6ae54a89dbf31ec0ca4cfd4502829581a392cb33de
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size 15614
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special_tokens_map.json
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{
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"bos_token": {
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"content": "<s>",
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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": "<s>",
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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": "</s>",
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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": 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": "</s>",
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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_prefix_space": true,
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"added_tokens_decoder": {
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"0": {
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"content": "<s>",
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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": "<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": "</s>",
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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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"4": {
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"content": "<mask>",
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"lstrip": true,
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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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"bos_token": "<s>",
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"clean_up_tokenization_spaces": true,
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"cls_token": "<s>",
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"eos_token": "</s>",
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"errors": "replace",
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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": "</s>",
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"tokenizer_class": "RobertaTokenizer",
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"trim_offsets": true,
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"unk_token": "<unk>"
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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 sha256:0b07e2b55e935fce3a2ec6f706228d8229c3d09ea1923ec972e37ffe706c7616
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size 4984
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vocab.json
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