Training completed
Browse files- .gitattributes +1 -0
- README.md +77 -0
- config.json +110 -0
- model.safetensors +3 -0
- runs/Jun25_06-39-29_d0292c30bc17/events.out.tfevents.1719297616.d0292c30bc17.3120.0 +3 -0
- runs/Jun25_06-53-39_d0292c30bc17/events.out.tfevents.1719298463.d0292c30bc17.3120.1 +3 -0
- sentencepiece.bpe.model +3 -0
- special_tokens_map.json +15 -0
- tokenizer.json +3 -0
- tokenizer_config.json +54 -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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license: mit
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base_model: xlm-roberta-base
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tags:
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- generated_from_trainer
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datasets:
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- id_nergrit_corpus
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metrics:
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- f1
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model-index:
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- name: xlm-roberta-base-finetuned-panx-Indo
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results:
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- task:
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name: Token Classification
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type: token-classification
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dataset:
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name: id_nergrit_corpus
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type: id_nergrit_corpus
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config: ner
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split: validation
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args: ner
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metrics:
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- name: F1
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type: f1
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value: 0.83694517516389
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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-base-finetuned-panx-Indo
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This model is a fine-tuned version of [xlm-roberta-base](https://huggingface.co/xlm-roberta-base) on the id_nergrit_corpus dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.1919
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- F1: 0.8369
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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: 24
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- eval_batch_size: 24
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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 | F1 |
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|:-------------:|:-----:|:----:|:---------------:|:------:|
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| 0.3999 | 1.0 | 523 | 0.2013 | 0.8147 |
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| 0.1624 | 2.0 | 1046 | 0.1942 | 0.8249 |
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| 0.1097 | 3.0 | 1569 | 0.1919 | 0.8369 |
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### Framework versions
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- Transformers 4.41.2
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- Pytorch 2.3.0+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": "xlm-roberta-base",
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"architectures": [
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"XLMRobertaForTokenClassification"
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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": "B-CRD",
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"1": "B-DAT",
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"2": "B-EVT",
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"3": "B-FAC",
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"4": "B-GPE",
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"5": "B-LAN",
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"6": "B-LAW",
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"7": "B-LOC",
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"8": "B-MON",
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"9": "B-NOR",
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"10": "B-ORD",
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"11": "B-ORG",
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"12": "B-PER",
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"13": "B-PRC",
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"14": "B-PRD",
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"15": "B-QTY",
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"16": "B-REG",
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"17": "B-TIM",
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"18": "B-WOA",
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"19": "I-CRD",
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"20": "I-DAT",
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"21": "I-EVT",
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"22": "I-FAC",
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"23": "I-GPE",
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"24": "I-LAN",
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"25": "I-LAW",
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"26": "I-LOC",
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"27": "I-MON",
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"28": "I-NOR",
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"29": "I-ORD",
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"30": "I-ORG",
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"31": "I-PER",
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"32": "I-PRC",
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"33": "I-PRD",
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"34": "I-QTY",
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"35": "I-REG",
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"36": "I-TIM",
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"37": "I-WOA",
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"38": "O"
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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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"B-CRD": 0,
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"B-DAT": 1,
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"B-EVT": 2,
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"B-FAC": 3,
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"B-GPE": 4,
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"B-LAN": 5,
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"B-LAW": 6,
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"B-LOC": 7,
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"B-MON": 8,
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"B-NOR": 9,
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"B-ORD": 10,
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"B-ORG": 11,
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"B-PER": 12,
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"B-PRD": 14,
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"B-REG": 16,
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"B-TIM": 17,
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"B-WOA": 18,
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"I-LAW": 25,
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"I-LOC": 26,
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"I-NOR": 28,
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"I-ORD": 29,
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"I-PER": 31,
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"I-REG": 35,
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"I-TIM": 36,
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"I-WOA": 37,
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"O": 38
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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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"torch_dtype": "float32",
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"transformers_version": "4.41.2",
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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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runs/Jun25_06-39-29_d0292c30bc17/events.out.tfevents.1719297616.d0292c30bc17.3120.0
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sentencepiece.bpe.model
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version https://git-lfs.github.com/spec/v1
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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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|
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|
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|
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|
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"sep_token": "</s>",
|
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|
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}
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tokenizer.json
ADDED
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1 |
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version https://git-lfs.github.com/spec/v1
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size 17082999
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tokenizer_config.json
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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|
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},
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|
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|
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|
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|
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|
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|
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"special": true
|
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}
|
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},
|
44 |
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"bos_token": "<s>",
|
45 |
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"clean_up_tokenization_spaces": true,
|
46 |
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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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|
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"pad_token": "<pad>",
|
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"sep_token": "</s>",
|
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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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