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SOTA
Representation Learning
Representation Learning On Scidocs
Representation Learning On Scidocs
Metrics
Avg.
Results
Performance results of various models on this benchmark
Columns
Model Name
Avg.
Paper Title
Repository
BioBERT
58.8
BioBERT: a pre-trained biomedical language representation model for biomedical text mining
-
SciNCL
81.8
Neighborhood Contrastive Learning for Scientific Document Representations with Citation Embeddings
-
Sci-DeCLUTR
66.6
Neighborhood Contrastive Learning for Scientific Document Representations with Citation Embeddings
-
SPECTER
80.0
SPECTER: Document-level Representation Learning using Citation-informed Transformers
-
CiteBERT
58.8
Neighborhood Contrastive Learning for Scientific Document Representations with Citation Embeddings
-
SciBERT
59.6
SPECTER: Document-level Representation Learning using Citation-informed Transformers
-
Citeomatic
76.0
SPECTER: Document-level Representation Learning using Citation-informed Transformers
-
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Representation Learning On Scidocs | SOTA | HyperAI