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README.md ADDED
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+
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+ # MIRACL Cross-Encoder (fr)
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+
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+ This model is a fine-tuned version of [antoinelouis/crossencoder-camembert-base-mmarcoFR](https://huggingface.co/antoinelouis/crossencoder-camembert-base-mmarcoFR) on the MIRACL dataset for fr language. It uses hard negative mining with BM25 for better training data.
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+
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+ ## Training
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+ - The model was trained on MIRACL fr dataset
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+ - Hard negative mining was performed using BM25
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+ - For each query, we used all positive passages and up to 30 negative passages (combination of original negatives and BM25 hard negatives)
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+
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+ ## Usage
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+ ```python
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+ from sentence_transformers.cross_encoder import CrossEncoder
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+
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+ model = CrossEncoder("azat-serikbayev/crossencoder-camembert-miracl-fr")
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+ scores = model.predict([["query", "document_text"]])
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+ ```
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