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- ---
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- license: mit
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ language: en
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+ tags:
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+ - bert
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+ - sequence-classification
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+ - mrpc
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+ - paraphrase
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+ license: mit
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+ ---
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+ # Model description
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+ Fine-tuned version of `bert-base-uncased` on the Microsoft Research Paraphrase Corpus (MRPC) dataset for paraphrase detection using the MRPC dataset.
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+ ## Intended uses & limitations
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+ This model is intended for paraphrase detection tasks, particularly those similar to the MRPC dataset. It may not perform well on substantially different datasets or tasks.
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+ ## Training and evaluation data
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+ The model was trained on the MRPC dataset, which contains 5,801 sentence pairs extracted from news sources on the web. 3,900 pairs were labeled as paraphrases by human annotators.
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+ ## Training procedure
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+ The model was fine-tuned using the Hugging Face Transformers library. We used a batch size of 16, learning rate of 2e-5, and trained for 3 epochs.
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+ ## Evaluation results
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+ The model achieved the following results on the MRPC validation set:
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+ - Accuracy: 0.8480
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+ - F1 Score: 0.8927