End of training
Browse files- .gitattributes +1 -0
- README.md +68 -0
- config.json +31 -0
- model.safetensors +3 -0
- runs/Apr23_16-43-48_13c20fd1e1e6/events.out.tfevents.1745426632.13c20fd1e1e6.2962.0 +3 -0
- runs/Apr23_16-51-39_13c20fd1e1e6/events.out.tfevents.1745427100.13c20fd1e1e6.2962.1 +3 -0
- runs/Apr23_16-56-29_13c20fd1e1e6/events.out.tfevents.1745427390.13c20fd1e1e6.6816.0 +3 -0
- runs/Apr23_16-58-36_13c20fd1e1e6/events.out.tfevents.1745427517.13c20fd1e1e6.6816.1 +3 -0
- sentencepiece.model +3 -0
- special_tokens_map.json +51 -0
- tokenizer.json +3 -0
- tokenizer_config.json +58 -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: apache-2.0
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base_model: google/rembert
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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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| 9 |
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model-index:
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- name: populism_model015
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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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# populism_model015
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This model is a fine-tuned version of [google/rembert](https://huggingface.co/google/rembert) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.7139
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- Accuracy: 0.9527
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- 1-f1: 0.0
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- 1-recall: 0.0
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- 1-precision: 0.0
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- Balanced Acc: 0.5
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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: 4
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- eval_batch_size: 4
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- seed: 42
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- optimizer: Use OptimizerNames.ADAMW_TORCH 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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- num_epochs: 3
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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 | Accuracy | 1-f1 | 1-recall | 1-precision | Balanced Acc |
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|:-------------:|:-----:|:-----:|:---------------:|:--------:|:----:|:--------:|:-----------:|:------------:|
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| 58 |
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| 0.9433 | 1.0 | 14443 | 0.6926 | 0.9527 | 0.0 | 0.0 | 0.0 | 0.5 |
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| 0.9869 | 2.0 | 28886 | 0.7092 | 0.9527 | 0.0 | 0.0 | 0.0 | 0.5 |
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| 0.8319 | 3.0 | 43329 | 0.7139 | 0.9527 | 0.0 | 0.0 | 0.0 | 0.5 |
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### Framework versions
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- Transformers 4.52.0.dev0
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- Pytorch 2.6.0+cu124
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| 67 |
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- Datasets 3.5.0
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- Tokenizers 0.21.1
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config.json
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{
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"architectures": [
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"RemBertForSequenceClassification"
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],
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| 5 |
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"attention_probs_dropout_prob": 0,
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| 6 |
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"bos_token_id": 312,
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| 7 |
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"classifier_dropout_prob": 0.1,
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| 8 |
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"embedding_dropout_prob": 0,
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| 9 |
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"embedding_size": 256,
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| 10 |
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"eos_token_id": 313,
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| 11 |
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"hidden_act": "gelu",
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| 12 |
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"hidden_dropout_prob": 0,
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| 13 |
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"hidden_size": 1152,
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| 14 |
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"initializer_range": 0.02,
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| 15 |
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"input_embedding_size": 256,
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| 16 |
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"intermediate_size": 4608,
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| 17 |
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"layer_norm_eps": 1e-12,
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| 18 |
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"max_position_embeddings": 512,
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| 19 |
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"model_type": "rembert",
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| 20 |
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"num_attention_heads": 18,
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| 21 |
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"num_hidden_layers": 32,
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| 22 |
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"output_embedding_size": 1664,
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| 23 |
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"pad_token_id": 0,
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| 24 |
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"problem_type": "single_label_classification",
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| 25 |
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"tie_word_embeddings": false,
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| 26 |
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"torch_dtype": "float32",
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| 27 |
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"transformers_version": "4.52.0.dev0",
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| 28 |
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"type_vocab_size": 2,
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| 29 |
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"use_cache": true,
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| 30 |
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"vocab_size": 250300
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| 31 |
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}
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model.safetensors
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sentencepiece.model
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special_tokens_map.json
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{
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"cls_token": {
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| 28 |
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| 29 |
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| 30 |
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| 31 |
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| 34 |
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| 35 |
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| 36 |
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| 37 |
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"sep_token": {
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| 38 |
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| 39 |
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| 40 |
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| 41 |
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| 42 |
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| 43 |
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| 44 |
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| 45 |
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|
| 48 |
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|
| 49 |
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"single_word": false
|
| 50 |
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| 51 |
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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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size 16710168
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tokenizer_config.json
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{
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| 8 |
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| 10 |
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| 17 |
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|
| 18 |
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|
| 19 |
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| 20 |
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| 21 |
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| 26 |
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|
| 27 |
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| 28 |
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| 29 |
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| 30 |
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| 31 |
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| 32 |
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| 33 |
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| 34 |
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},
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| 35 |
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| 36 |
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| 37 |
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| 38 |
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|
| 39 |
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|
| 40 |
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|
| 41 |
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"special": true
|
| 42 |
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}
|
| 43 |
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},
|
| 44 |
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"bos_token": "[CLS]",
|
| 45 |
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"clean_up_tokenization_spaces": false,
|
| 46 |
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"cls_token": "[CLS]",
|
| 47 |
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"do_lower_case": false,
|
| 48 |
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"eos_token": "[SEP]",
|
| 49 |
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"extra_special_tokens": {},
|
| 50 |
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"keep_accents": true,
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| 51 |
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| 52 |
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| 53 |
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|
| 54 |
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"remove_space": true,
|
| 55 |
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"sep_token": "[SEP]",
|
| 56 |
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"tokenizer_class": "RemBertTokenizer",
|
| 57 |
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"unk_token": "[UNK]"
|
| 58 |
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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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