OpenCodePapers
joint-entity-and-relation-extraction-on
Information Extraction
Joint Entity and Relation Extraction
Dataset Link
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
Show papers without code
Paper
Code
Relation F1
↕
Entity F1
↕
RE+ Micro F1
↕
Cross Sentence
↕
ModelName
ReleaseDate
↕
Packed Levitated Marker for Entity and Relation Extraction
✓ Link
53.2
69.9
41.6
Yes
PL-Marker
2021-09-13
A Trigger-Sense Memory Flow Framework for Joint Entity and Relation Extraction
✓ Link
52.44
70.17
TriMF
2021-01-25
Joint Entity and Relation Extraction from Scientific Documents: Role of Linguistic Information and Entity Types
✓ Link
51.25
70.53
No
SpERT.PL (SciBERT)
2021-09-30
Span-based Joint Entity and Relation Extraction with Transformer Pre-training
✓ Link
50.84
70.3
No
SpERT (with overlap)
2019-09-17
A Frustratingly Easy Approach for Entity and Relation Extraction
✓ Link
50.1
68.9
36.7
Yes
Ours: cross-sentence
2020-10-24
Entity, Relation, and Event Extraction with Contextualized Span Representations
✓ Link
48.40
67.50
Yes
DyGIE++
2019-09-08
A General Framework for Information Extraction using Dynamic Span Graphs
✓ Link
41.6
65.2
Yes
DyGIE
2019-04-05
Multi-Task Identification of Entities, Relations, and Coreference for Scientific Knowledge Graph Construction
✓ Link
39.30
64.20
No
SciIE
2018-08-29
Span-based Joint Entity and Relation Extraction with Transformer Pre-training
✓ Link
70.33
No
SpERT
2019-09-17
A Multi-Gate Encoder for Joint Entity and Relation Extraction
68.4
39.4
No
MGE
A Partition Filter Network for Joint Entity and Relation Extraction
✓ Link
66.8
38.4
No
PFN
2021-08-27