End of training for Adfluence intent model
Browse files- .gitattributes +1 -0
- README.md +63 -0
- config.json +42 -0
- model.safetensors +3 -0
- runs/Jun18_12-34-05_c55321ecd8df/events.out.tfevents.1750250065.c55321ecd8df.4907.0 +3 -0
- runs/Jun18_12-51-19_c55321ecd8df/events.out.tfevents.1750251092.c55321ecd8df.4907.1 +3 -0
- sentencepiece.bpe.model +3 -0
- special_tokens_map.json +51 -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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library_name: transformers
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license: mit
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base_model: Davlan/afro-xlmr-base
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tags:
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- generated_from_trainer
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metrics:
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- f1
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model-index:
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- name: adfluence-intent-model
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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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# adfluence-intent-model
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This model is a fine-tuned version of [Davlan/afro-xlmr-base](https://huggingface.co/Davlan/afro-xlmr-base) on an unknown dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.4281
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- F1: 0.8063
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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: 16
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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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### Training results
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| Training Loss | Epoch | Step | Validation Loss | F1 |
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|:-------------:|:-----:|:----:|:---------------:|:------:|
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| No log | 1.0 | 160 | 0.5001 | 0.7852 |
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| No log | 2.0 | 320 | 0.4316 | 0.8101 |
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| No log | 3.0 | 480 | 0.4281 | 0.8063 |
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### Framework versions
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- Transformers 4.52.4
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- Pytorch 2.6.0+cu124
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- Datasets 3.6.0
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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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"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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"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": "likely",
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"1": "highly_likely",
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"2": "neutral",
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"3": "highly_unlikely",
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"4": "unlikely"
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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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"highly_likely": 1,
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"highly_unlikely": 3,
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"likely": 0,
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"neutral": 2,
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"unlikely": 4
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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": "single_label_classification",
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"torch_dtype": "float32",
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"transformers_version": "4.52.4",
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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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size 1112214236
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runs/Jun18_12-34-05_c55321ecd8df/events.out.tfevents.1750250065.c55321ecd8df.4907.0
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runs/Jun18_12-51-19_c55321ecd8df/events.out.tfevents.1750251092.c55321ecd8df.4907.1
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size 6565
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sentencepiece.bpe.model
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version https://git-lfs.github.com/spec/v1
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size 5069051
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special_tokens_map.json
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{
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"lstrip": false,
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},
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"mask_token": {
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"content": "<mask>",
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"normalized": false,
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"single_word": false
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},
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"pad_token": {
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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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},
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"sep_token": {
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| 47 |
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| 48 |
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| 49 |
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"single_word": false
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| 50 |
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}
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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 sha256:3ffb37461c391f096759f4a9bbbc329da0f36952f88bab061fcf84940c022e98
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size 17082999
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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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"special": true
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},
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},
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"2": {
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"special": true
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},
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"3": {
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| 28 |
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| 29 |
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"lstrip": false,
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| 30 |
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"normalized": false,
|
| 31 |
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"rstrip": false,
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| 32 |
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"single_word": false,
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| 33 |
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"special": true
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| 34 |
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},
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| 35 |
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"250001": {
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| 36 |
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"content": "<mask>",
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| 37 |
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"lstrip": true,
|
| 38 |
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"normalized": false,
|
| 39 |
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"rstrip": false,
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| 40 |
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"single_word": false,
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| 41 |
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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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| 45 |
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"clean_up_tokenization_spaces": false,
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| 46 |
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"cls_token": "<s>",
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| 47 |
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"eos_token": "</s>",
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"extra_special_tokens": {},
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| 49 |
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"mask_token": "<mask>",
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| 50 |
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"model_max_length": 512,
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| 51 |
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"pad_token": "<pad>",
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| 52 |
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"sep_token": "</s>",
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| 53 |
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"tokenizer_class": "XLMRobertaTokenizer",
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| 54 |
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"unk_token": "<unk>"
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| 55 |
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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 sha256:9c54a8403925d21accf341e2922d0578e820e8155b2d97da298f923689849283
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size 5368
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