Sentence Similarity
sentence-transformers
Safetensors
xlm-roberta
feature-extraction
Generated from Trainer
dataset_size:240
loss:CoSENTLoss
Eval Results (legacy)
text-embeddings-inference
Instructions to use Ismailea04/result_model with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- sentence-transformers
How to use Ismailea04/result_model with sentence-transformers:
from sentence_transformers import SentenceTransformer model = SentenceTransformer("Ismailea04/result_model") sentences = [ "A woman is walking across the street eating a banana, while a man is following with his briefcase.", "The bicyclists are dead.", "A man has facial hair.", "the woman is outside" ] embeddings = model.encode(sentences) similarities = model.similarity(embeddings, embeddings) print(similarities.shape) # [4, 4] - Notebooks
- Google Colab
- Kaggle
Training in progress, step 10
Browse files- .gitattributes +1 -0
- config.json +31 -0
- eval/similarity_evaluation_pair-score-evaluator-dev_results.csv +3 -0
- model.safetensors +3 -0
- tokenizer.json +3 -0
- tokenizer_config.json +16 -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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*.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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"add_cross_attention": false,
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"architectures": [
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"XLMRobertaModel"
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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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"dtype": "float32",
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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": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 4096,
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"is_decoder": false,
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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": 16,
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"num_hidden_layers": 24,
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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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"tie_word_embeddings": true,
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"transformers_version": "5.0.0",
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"type_vocab_size": 1,
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"use_cache": true,
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"use_flash_attention_2": true,
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"vocab_size": 250002
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}
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eval/similarity_evaluation_pair-score-evaluator-dev_results.csv
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epoch,steps,cosine_pearson,cosine_spearman
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0.3333333333333333,10,-0.044685044768923037,-0.019929827364018077
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0.6666666666666666,20,-0.16142690024141487,-0.14288974440452246
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:da05267472aea7ac55d82bdc3a2fa091d3ac8c2007dbe61774ba472a8bf46209
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size 2239607120
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tokenizer.json
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version https://git-lfs.github.com/spec/v1
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oid sha256:3fe715a86a37cd2b20e5eaeee8b22815bce65de676d1e0cd856114b59dab67fc
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size 16766387
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tokenizer_config.json
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{
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"add_prefix_space": true,
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"backend": "tokenizers",
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"bos_token": "<s>",
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"clean_up_tokenization_spaces": false,
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"cls_token": "<s>",
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"eos_token": "</s>",
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"is_local": false,
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"mask_token": "<mask>",
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"model_max_length": 512,
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"model_specific_special_tokens": {},
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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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oid sha256:d6ea488ee6e9089a524722aa1c00b55b8ba2c4f57cb4cc27c18463a3d0bcca89
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size 5521
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