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Named Entity Recognition on CLEF-Dis 2016 (test)

0.633F1 ScoreSpan-based model
0.52380.552150.58050.60885Jun 28, 2021

Evaluation results

MethodLinks
Span-based modelEmbeddings=BERT, Dependency-guided GCN=true, Overlap Relation=true2021.060.633
Transition-basedRelated Work=Dai et al. (2020), Embeddings=ELMo2021.060.629
Span-based model (without Dep-guided GCN)Embeddings=BERT, Dependency-guided GCN=false, Overlap Relation=true2021.060.629
Span-based model (without Overlap Relation)Embeddings=BERT, Dependency-guided GCN=true, Overlap Relation=false2021.060.626
Span-based model (without BERT)Embeddings=PubMed word embeddings, Dependency-guided GCN=true, Overlap Relation=true2021.060.564
Hypergraph, RNNRelated Work=Wang and Lu (2019)2021.060.561
HypergraphRelated Work=Muis and Lu (2016)2021.060.528