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Relation Extraction
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ACE 2005
Relation Extraction on ACE 2005
Metric: NER Micro F1 (higher is better)
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#
Model
↕
NER Micro F1
▼
Extra Data
Paper
Date
↕
Code
1
ASP+T5-3B
91.3
No
Autoregressive Structured Prediction with Langua...
2022-10-26
Code
2
PL-Marker
91.1
No
Packed Levitated Marker for Entity and Relation ...
2021-09-13
Code
3
Ours: cross-sentence ALB
90.9
No
A Frustratingly Easy Approach for Entity and Rel...
2020-10-24
Code
4
MGE
89.7
No
-
-
-
5
Table-Sequence
89.5
No
Two are Better than One: Joint Entity and Relati...
2020-10-08
Code
6
PFN
89
No
A Partition Filter Network for Joint Entity and ...
2021-08-27
Code
7
DYGIE++
88.6
Yes
Entity, Relation, and Event Extraction with Cont...
2019-09-08
Code
8
DyGIE
88.4
Yes
A General Framework for Information Extraction u...
2019-04-05
Code
9
TablERT
88
No
Named Entity Recognition and Relation Extraction...
2020-10-15
Code
10
TriMF
87.61
No
A Trigger-Sense Memory Flow Framework for Joint ...
2021-01-25
Code
11
Hierarchical Multi-task
87.5
Yes
A Hierarchical Multi-task Approach for Learning ...
2018-11-14
Code
12
Span-level
85.98
No
-
-
-
13
MRC4ERE++
85.5
No
-
-
Code
14
Multi-turn QA
84.8
No
Entity-Relation Extraction as Multi-Turn Questio...
2019-05-14
Code
15
GCN
84.2
No
-
-
-
16
MRT
83.6
No
-
-
-
17
Global
83.6
No
-
-
-
18
SPTree
83.4
No
End-to-End Relation Extraction using LSTMs on Se...
2016-01-05
Code
19
Attention
82.6
No
-
-
-
20
Joint w/ Global
80.8
No
-
-
-