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Representation Learning On Scidocs

Metrics

Avg.

Results

Performance results of various models on this benchmark

Model Name
Avg.
Paper TitleRepository
BioBERT58.8BioBERT: a pre-trained biomedical language representation model for biomedical text mining
SciNCL81.8Neighborhood Contrastive Learning for Scientific Document Representations with Citation Embeddings
Sci-DeCLUTR66.6Neighborhood Contrastive Learning for Scientific Document Representations with Citation Embeddings
SPECTER80.0SPECTER: Document-level Representation Learning using Citation-informed Transformers
CiteBERT58.8Neighborhood Contrastive Learning for Scientific Document Representations with Citation Embeddings
SciBERT59.6SPECTER: Document-level Representation Learning using Citation-informed Transformers
Citeomatic76.0SPECTER: Document-level Representation Learning using Citation-informed Transformers
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