alecmontero
commited on
Commit
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75dd851
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Parent(s):
57ebee7
End of training
Browse files- .gitattributes +1 -0
- README.md +76 -0
- config.json +40 -0
- model.safetensors +3 -0
- sentencepiece.bpe.model +3 -0
- special_tokens_map.json +15 -0
- tokenizer.json +3 -0
- tokenizer_config.json +55 -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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*tfevents* 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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base_model: cardiffnlp/twitter-xlm-roberta-base-sentiment
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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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- precision
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- recall
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model-index:
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- name: xlm-roberta-meta4types-ft-2.0
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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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# xlm-roberta-meta4types-ft-2.0
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This model is a fine-tuned version of [cardiffnlp/twitter-xlm-roberta-base-sentiment](https://huggingface.co/cardiffnlp/twitter-xlm-roberta-base-sentiment) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 1.0008
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- Roc Auc: 0.6612
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- Hamming Loss: 0.2239
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- F1 Score: 0.5943
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- Accuracy: 0.5392
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- Precision: 0.5798
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- Recall: 0.6121
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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: 5e-05
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- train_batch_size: 4
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- eval_batch_size: 4
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- seed: 42
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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_steps: 500
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- num_epochs: 10
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Roc Auc | Hamming Loss | F1 Score | Accuracy | Precision | Recall |
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|:-------------:|:-----:|:----:|:---------------:|:-------:|:------------:|:--------:|:--------:|:---------:|:------:|
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| No log | 1.0 | 204 | 0.5010 | 0.4988 | 0.2042 | 0.2930 | 0.6127 | 0.5948 | 0.3333 |
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| No log | 2.0 | 408 | 0.5433 | 0.5027 | 0.2010 | 0.3038 | 0.6176 | 0.9281 | 0.3388 |
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| 0.4958 | 3.0 | 612 | 0.5013 | 0.5043 | 0.2010 | 0.3139 | 0.6127 | 0.8170 | 0.3443 |
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| 0.4958 | 4.0 | 816 | 0.6563 | 0.6108 | 0.2190 | 0.5211 | 0.5686 | 0.6488 | 0.4799 |
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| 0.3484 | 5.0 | 1020 | 0.6404 | 0.6444 | 0.1912 | 0.5645 | 0.5980 | 0.6014 | 0.5386 |
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| 0.3484 | 6.0 | 1224 | 0.9555 | 0.6520 | 0.2614 | 0.5559 | 0.5196 | 0.5889 | 0.5417 |
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| 0.3484 | 7.0 | 1428 | 0.7919 | 0.6202 | 0.2222 | 0.5417 | 0.5392 | 0.5743 | 0.5297 |
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| 0.1644 | 8.0 | 1632 | 0.8959 | 0.6389 | 0.2157 | 0.5551 | 0.5539 | 0.5823 | 0.5515 |
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| 0.1644 | 9.0 | 1836 | 1.0008 | 0.6612 | 0.2239 | 0.5943 | 0.5392 | 0.5798 | 0.6121 |
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| 0.0611 | 10.0 | 2040 | 0.9594 | 0.6452 | 0.2141 | 0.5822 | 0.5294 | 0.5757 | 0.5893 |
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### Framework versions
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- Transformers 4.43.3
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- Pytorch 2.3.1+cu121
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- Datasets 2.20.0
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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": "cardiffnlp/twitter-xlm-roberta-base-sentiment",
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"architectures": [
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"XLMRobertaForSequenceClassification"
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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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"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": "negative",
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"1": "neutral",
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"2": "positive"
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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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"negative": 0,
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"neutral": 1,
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"positive": 2
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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": "xlm-roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"output_past": true,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"problem_type": "multi_label_classification",
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"torch_dtype": "float32",
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"transformers_version": "4.43.3",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 250002
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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 sha256:6d05f207664c49f487f9fbf1b00166e62037e77b485b3d4517f8f2dbb2e70d22
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size 1112208084
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sentencepiece.bpe.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:cfc8146abe2a0488e9e2a0c56de7952f7c11ab059eca145a0a727afce0db2865
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size 5069051
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special_tokens_map.json
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{
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"bos_token": "<s>",
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"cls_token": "<s>",
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"eos_token": "</s>",
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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": "<pad>",
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"sep_token": "</s>",
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"unk_token": "<unk>"
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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 sha256:349ddbc97c4742ad2a4f2da1ecf985a03c45bff47d712556b3a73db66512977a
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size 17098516
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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": "<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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"250001": {
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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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"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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"sp_model_kwargs": {},
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"tokenizer_class": "XLMRobertaTokenizer",
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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 sha256:18c627ab81818311c0fe2cdff9513205bf80e28f6b5d501fd1222714b4e7a084
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size 5176
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