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Joint Entity And Relation Extraction On

Métriques

Cross Sentence

Entity F1

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	Cross Sentence	Entity F1	Paper Title	Repository
SpERT	No	70.33	Span-based Joint Entity and Relation Extraction with Transformer Pre-training
TriMF	-	70.17	A Trigger-Sense Memory Flow Framework for Joint Entity and Relation Extraction
SciIE	No	64.20	Multi-Task Identification of Entities, Relations, and Coreference for Scientific Knowledge Graph Construction
PL-Marker	Yes	69.9	Packed Levitated Marker for Entity and Relation Extraction
SpERT.PL (SciBERT)	No	70.53	Joint Entity and Relation Extraction from Scientific Documents: Role of Linguistic Information and Entity Types
DyGIE	Yes	65.2	A General Framework for Information Extraction using Dynamic Span Graphs
MGE	No	68.4	A Multi-Gate Encoder for Joint Entity and Relation Extraction	-
PFN	No	66.8	A Partition Filter Network for Joint Entity and Relation Extraction
Ours: cross-sentence	Yes	68.9	A Frustratingly Easy Approach for Entity and Relation Extraction
SpERT (with overlap)	No	70.3	Span-based Joint Entity and Relation Extraction with Transformer Pre-training
DyGIE++	Yes	67.50	Entity, Relation, and Event Extraction with Contextualized Span Representations

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