Text Classification
sentence-transformers
Safetensors
multilingual
cross-encoder
reranker
affiliation-matching
scholarly-metadata
custom_code
Instructions to use cometadata/jina-reranker-v2-multilingual-affiliations-comet-training-only with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use cometadata/jina-reranker-v2-multilingual-affiliations-comet-training-only with sentence-transformers:
from sentence_transformers import CrossEncoder model = CrossEncoder("cometadata/jina-reranker-v2-multilingual-affiliations-comet-training-only", trust_remote_code=True) query = "Which planet is known as the Red Planet?" passages = [ "Venus is often called Earth's twin because of its similar size and proximity.", "Mars, known for its reddish appearance, is often referred to as the Red Planet.", "Jupiter, the largest planet in our solar system, has a prominent red spot.", "Saturn, famous for its rings, is sometimes mistaken for the Red Planet." ] scores = model.predict([(query, passage) for passage in passages]) print(scores) - Notebooks
- Google Colab
- Kaggle
Training in progress, step 500
Browse files- .gitattributes +1 -0
- config.json +51 -0
- eval/CrossEncoderRerankingEvaluator_affiliation-val_results_@10.csv +2 -0
- model.safetensors +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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@@ -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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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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"auto_map": {
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"AutoConfig": "configuration_xlm_roberta.XLMRobertaFlashConfig",
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"AutoModel": "modeling_xlm_roberta.XLMRobertaModel",
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"AutoModelForSequenceClassification": "modeling_xlm_roberta.XLMRobertaForSequenceClassification"
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},
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"bos_token_id": 0,
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"classifier_dropout": null,
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"dtype": "bfloat16",
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"emb_pooler": 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": "LABEL_0"
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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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"LABEL_0": 0
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},
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"layer_norm_eps": 1e-05,
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"load_trained_adapters": false,
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"lora_adaptations": null,
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"lora_alpha": 1,
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"lora_dropout_p": 0.0,
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"lora_main_params_trainable": false,
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"lora_rank": 4,
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"matryoshka_dimensions": null,
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"max_position_embeddings": 1026,
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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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"sentence_transformers": {
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"activation_fn": "torch.nn.modules.activation.Sigmoid",
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"version": "5.2.0"
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},
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"transformers_version": "4.57.3",
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"truncate_dim": null,
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"type_vocab_size": 1,
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"use_cache": false,
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"use_flash_attn": true,
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"vocab_size": 250002
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}
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eval/CrossEncoderRerankingEvaluator_affiliation-val_results_@10.csv
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epoch,steps,MAP,MRR@10,NDCG@10
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0.5827505827505828,500,0.9194880264244426,0.9194880264244426,0.9465137669296373
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:3210ea8879d4ca371bf3c4addbb1a7e05eeaf4b23c2add7dfe75d176353647a3
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size 556892306
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special_tokens_map.json
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{
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"bos_token": {
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"content": "<s>",
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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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},
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"cls_token": {
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"content": "<s>",
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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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},
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"eos_token": {
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"content": "</s>",
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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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},
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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": {
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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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},
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"sep_token": {
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"content": "</s>",
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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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},
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"unk_token": {
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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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}
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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:e802fe5337779428818439760a1e6161ed36ceed72d4ebcbda9c139a2108fc99
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size 17082988
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tokenizer_config.json
ADDED
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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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"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": "<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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"2": {
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"content": "</s>",
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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": "<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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"250001": {
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"content": "<mask>",
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"lstrip": true,
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"normalized": false,
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| 39 |
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"rstrip": false,
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| 40 |
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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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| 45 |
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"clean_up_tokenization_spaces": true,
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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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| 48 |
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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": 1024,
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| 51 |
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"pad_token": "<pad>",
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"sep_token": "</s>",
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"tokenizer_class": "XLMRobertaTokenizerFast",
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| 54 |
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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 sha256:27c20c071f963c414fcb6e99422c947d8e3836d9976db834e8607b19ea829f75
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| 3 |
+
size 6225
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