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  # SentenceTransformer based on allenai/specter2_base
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- This model is an initial proof of concept for (yet unpublished) article on ultra-hard negative triplet generation. While the original Specter2 adapters were trained on 600k triplets, only 10k ultra-hard, self-supervised negatives were enough to outperform the Proximity adapter.
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  ## Model Details
 
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  # SentenceTransformer based on allenai/specter2_base
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+ This model is an initial proof of concept for (yet unpublished) article on ultra-hard negative triplet generation. While the original Specter2 adapters were trained on 600k triplets, only 10k ultra-hard, self-supervised negatives were enough to outperform the Proximity adapter (85 vs 84.1 avg NDCG over Relish, NFCorpus, TREC CoVID).
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  ## Model Details