Upload 12 files
Browse files- README.md +59 -0
- config.json +38 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- runs/Jan23_12-24-02_0722eca8ca54/events.out.tfevents.1706012645.0722eca8ca54.169.1 +3 -0
- runs/Jan23_12-29-34_0722eca8ca54/events.out.tfevents.1706012994.0722eca8ca54.169.2 +3 -0
- special_tokens_map.json +15 -0
- tokenizer.json +0 -0
- tokenizer_config.json +137 -0
- training_args.bin +3 -0
- vocab.json +0 -0
README.md
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---
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license: mit
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---
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---
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license: mit
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base_model: VRLLab/TurkishBERTweet
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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: turkish_sentiment3
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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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# turkish_sentiment3
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This model is a fine-tuned version of [VRLLab/TurkishBERTweet](https://huggingface.co/VRLLab/TurkishBERTweet) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.0155
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- Accuracy: 0.9972
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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: 8
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- eval_batch_size: 8
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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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- num_epochs: 3
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Accuracy |
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|:-------------:|:-----:|:----:|:---------------:|:--------:|
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| No log | 1.0 | 440 | 0.0516 | 0.9926 |
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| 0.1392 | 2.0 | 880 | 0.0242 | 0.9966 |
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| 0.0443 | 3.0 | 1320 | 0.0155 | 0.9972 |
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### Framework versions
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- Transformers 4.35.2
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- Pytorch 2.1.0+cu121
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- Datasets 2.16.1
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- Tokenizers 0.15.0
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config.json
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{
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"_name_or_path": "VRLLab/TurkishBERTweet",
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"architectures": [
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"RobertaForSequenceClassification"
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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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"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": "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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"problem_type": "single_label_classification",
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"torch_dtype": "float32",
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"transformers_version": "4.35.2",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 100000
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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 sha256:5219585e09bbab91ee4087b7be4430277aeb01734a2d74d752bcf9455bfe927e
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size 651401820
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runs/Jan23_12-24-02_0722eca8ca54/events.out.tfevents.1706012645.0722eca8ca54.169.1
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version https://git-lfs.github.com/spec/v1
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oid sha256:b3d19a9ed6d3ed64286a93573b0a2ae919372346ce2903362495c4877e144d30
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size 5984
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runs/Jan23_12-29-34_0722eca8ca54/events.out.tfevents.1706012994.0722eca8ca54.169.2
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version https://git-lfs.github.com/spec/v1
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oid sha256:2d51a292666db7f8141da70664e5a0183d34ff93483276aebbffbe6635e68f27
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size 6141
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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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tokenizer_config.json
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{
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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": "<s>",
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"lstrip": 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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"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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"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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"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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"special": true
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},
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"5": {
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"content": "@user",
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"single_word": false,
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"special": true
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},
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"6": {
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"content": "<hashtag>",
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"normalized": false,
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"special": true
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},
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"7": {
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"content": "</hashtag>",
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"single_word": false,
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"special": true
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},
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"8": {
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"content": "<cashtag>",
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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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"9": {
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"special": true
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},
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"10": {
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"content": "<emoji>",
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"lstrip": false,
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"rstrip": false,
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"special": true
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},
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"11": {
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"special": true
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},
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"12": {
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"special": true
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},
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"13": {
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"special": true
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},
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"14": {
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"content": "<email>",
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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 sha256:131957afd07f7b4b0975af26ceb3588c2aa04fe178f53fb66d6ccb66a80d7490
|
| 3 |
+
size 4600
|
vocab.json
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