Model save
Browse files- .gitattributes +1 -0
- README.md +70 -0
- config.json +46 -0
- logs/events.out.tfevents.1763300157.140cf68b228a.4984.0 +3 -0
- model.safetensors +3 -0
- special_tokens_map.json +15 -0
- spiece.model +3 -0
- tokenizer.json +3 -0
- tokenizer_config.json +59 -0
- training_args.bin +3 -0
.gitattributes
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@@ -33,3 +33,4 @@ saved_model/**/* 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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*.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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library_name: transformers
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license: mit
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base_model: ai4bharat/indic-bert
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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: guj-eng-code-switch-indic-bert
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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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# guj-eng-code-switch-indic-bert
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This model is a fine-tuned version of [ai4bharat/indic-bert](https://huggingface.co/ai4bharat/indic-bert) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.1000
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- Precision: 0.8868
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- Recall: 0.8982
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- F1: 0.8925
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- Accuracy: 0.9773
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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: 2e-05
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- train_batch_size: 16
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- eval_batch_size: 32
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- seed: 42
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- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED 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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- lr_scheduler_warmup_ratio: 0.1
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- num_epochs: 3
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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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| 0.417 | 1.0 | 164 | 0.2686 | 0.7525 | 0.7181 | 0.7349 | 0.9421 |
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| 0.1602 | 2.0 | 328 | 0.1437 | 0.8707 | 0.8667 | 0.8687 | 0.9661 |
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| 0.132 | 3.0 | 492 | 0.1000 | 0.8868 | 0.8982 | 0.8925 | 0.9773 |
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### Framework versions
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- Transformers 4.57.1
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- Pytorch 2.8.0+cu126
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- Datasets 4.4.1
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- Tokenizers 0.22.1
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config.json
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{
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"architectures": [
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"AlbertForTokenClassification"
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],
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"attention_probs_dropout_prob": 0,
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"bos_token_id": 2,
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"classifier_dropout_prob": 0.1,
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"down_scale_factor": 1,
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"dtype": "float32",
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"embedding_size": 128,
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"eos_token_id": 3,
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"gap_size": 0,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0,
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"hidden_size": 768,
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"id2label": {
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"0": "O",
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"1": "B-GUJ",
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"2": "I-GUJ",
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"3": "B-ENG",
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"4": "I-ENG"
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},
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"initializer_range": 0.02,
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"inner_group_num": 1,
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"intermediate_size": 3072,
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"label2id": {
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"B-ENG": 3,
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"B-GUJ": 1,
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"I-ENG": 4,
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"I-GUJ": 2,
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"O": 0
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},
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "albert",
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"net_structure_type": 0,
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"num_attention_heads": 12,
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"num_hidden_groups": 1,
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"num_hidden_layers": 12,
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"num_memory_blocks": 0,
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"pad_token_id": 0,
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"position_embedding_type": "absolute",
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"transformers_version": "4.57.1",
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"type_vocab_size": 2,
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"vocab_size": 200000
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}
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logs/events.out.tfevents.1763300157.140cf68b228a.4984.0
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version https://git-lfs.github.com/spec/v1
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oid sha256:30ac0e5b152f51dc6dea459c9f1d0bd57a7f4399bf8950afa1b04b1c56577a92
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size 9235
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:d6333a29dd39833a1d9ff9c0fc0c3a86ef7dfe6606f6634f5fd456607a833137
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size 131430636
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special_tokens_map.json
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{
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"bos_token": "[CLS]",
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"cls_token": "[CLS]",
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"eos_token": "[SEP]",
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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": "[SEP]",
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"unk_token": "<unk>"
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}
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spiece.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:3a1173c2b6e144a02c001e289a05b5dbefddf247c50d4dcf42633158b2968fcb
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size 5646064
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tokenizer.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:d5a55f5fc027091bb4fb4175e2392cba33e7c1480ab7cdebf2fc902dfa4da292
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size 15285774
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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": "<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": "<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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"2": {
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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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"3": {
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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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"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": "[CLS]",
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"clean_up_tokenization_spaces": false,
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"cls_token": "[CLS]",
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| 47 |
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"do_lower_case": true,
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| 48 |
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"eos_token": "[SEP]",
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"extra_special_tokens": {},
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| 50 |
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"keep_accents": false,
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| 51 |
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"mask_token": "[MASK]",
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| 52 |
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"model_max_length": 1000000000000000019884624838656,
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| 53 |
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"pad_token": "<pad>",
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"remove_space": true,
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"sep_token": "[SEP]",
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"sp_model_kwargs": {},
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"tokenizer_class": "AlbertTokenizer",
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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 sha256:40d476e0fa885023dd8289263eae7568049a41d4b467cc4021ac72919a21c746
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size 5905
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