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9.22k
Relation Extraction
Adverse Drug Events (ADE) Corpus
SpERT (with overlap)
https://arxiv.org/abs/1909.07755v4
RE+ Macro F1
78.84
Relation Extraction
Adverse Drug Events (ADE) Corpus
SpERT (with overlap)
https://arxiv.org/abs/1909.07755v4
NER Macro F1
89.28
Relation Extraction
Adverse Drug Events (ADE) Corpus
Relation-Metric
https://arxiv.org/abs/1905.07458v4
RE+ Macro F1
77.19
Relation Extraction
Adverse Drug Events (ADE) Corpus
Relation-Metric
https://arxiv.org/abs/1905.07458v4
NER Macro F1
87.02
Relation Extraction
Adverse Drug Events (ADE) Corpus
multi-head + AT
http://arxiv.org/abs/1808.06876v3
RE+ Macro F1
75.52
Relation Extraction
Adverse Drug Events (ADE) Corpus
multi-head + AT
http://arxiv.org/abs/1808.06876v3
NER Macro F1
86.73
Relation Extraction
Adverse Drug Events (ADE) Corpus
multi-head
http://arxiv.org/abs/1804.07847v3
RE+ Macro F1
74.58
Relation Extraction
Adverse Drug Events (ADE) Corpus
multi-head
http://arxiv.org/abs/1804.07847v3
NER Macro F1
86.40
Relation Extraction
REBEL
Relik-Large
https://arxiv.org/abs/2408.00103v3
Triplet F1 (strict EL)
75.6
Relation Extraction
REBEL
GenIE (R)
https://arxiv.org/abs/2112.08340v3
Triplet F1 (strict EL)
68.93
Relation Extraction
CDR
SAISORE+CR+ET-SciBERT
https://arxiv.org/abs/2109.12093v2
F1
79
Relation Extraction
CDR
Dense-CCNet-SciBERTbase
https://arxiv.org/abs/2203.13953v1
F1
77.06
Relation Extraction
CDR
DRE-MIR-SciBERT
https://arxiv.org/abs/2204.09851v2
F1
76.6
Relation Extraction
CDR
DocuNet-SciBERTbase
https://arxiv.org/abs/2106.03618v2
F1
76.3
Relation Extraction
CDR
CGM2IR-SciBERTbase
https://arxiv.org/abs/2201.04826v1
F1
73.8
Relation Extraction
CDR
SciBERT-ATLOPBASE
https://arxiv.org/abs/2010.11304v3
F1
69.4
Relation Extraction
CDR
SSANBiaffine
https://arxiv.org/abs/2102.10249v1
F1
68.7
Relation Extraction
CDR
seq2rel (entity hinting)
https://arxiv.org/abs/2204.01098v2
F1
67.2
Relation Extraction
CDR
BioRelation-Extraction_BERT_SDP_Triplets
https://www.sciencedirect.com/science/article/pii/S1532046421002227#fn1
F1
65
Relation Extraction
CDR
LSR w/o MDP Nodes
https://arxiv.org/abs/2005.06312v3
F1
64.8
Relation Extraction
SciERC
SciBERT (SciVocab)
https://arxiv.org/abs/1903.10676v3
F1
74.64
Relation Extraction
SciERC
SciBERT (Base Vocab)
https://arxiv.org/abs/1903.10676v3
F1
74.42
Relation Extraction
SciERC
PFN
https://arxiv.org/abs/2108.12202v8
RE+ Micro F1
38.4
Relation Extraction
SciERC
PFN
https://arxiv.org/abs/2108.12202v8
NER Micro F1
66.8
Relation Extraction
NYT24
WDec
https://arxiv.org/abs/1911.09886v1
F1
84.4
Relation Extraction
NYT24
HRLRE
http://arxiv.org/abs/1811.03925v1
F1
77.6
Relation Extraction
JNLPBA
SciBERT (SciVocab)
https://arxiv.org/abs/1903.10676v3
F1
76.09
Relation Extraction
SKE
ReRe (exact)
https://arxiv.org/abs/2105.10158v1
F1
87.21
Relation Extraction
SKE
CasRel (exact)
https://arxiv.org/abs/2105.10158v1
F1
86.45
Relation Extraction
SKE
TPLinker (exact)
https://arxiv.org/abs/2105.10158v1
F1
84.32
Relation Extraction
TACRED-Revisited
RAG4RE
https://arxiv.org/abs/2404.13397v1
F1
88.3
Relation Extraction
TACRED-Revisited
KLG
https://arxiv.org/abs/2212.14270v1
F1
84.1
Relation Extraction
TACRED-Revisited
LLM-QA4RE (XXLarge)
https://arxiv.org/abs/2305.11159v1
F1
53.4
Relation Extraction
PGR
Spark NLP
https://arxiv.org/abs/2112.13259v1
Macro F1
87.9
Relation Extraction
2012 i2b2 Temporal Relations
Spark NLP
https://arxiv.org/abs/2112.13259v1
Macro F1
73.6
Relation Extraction
CoNLL04
REBEL
https://github.com/Babelscape/rebel
RE+ Micro F1
75.4
Relation Extraction
CoNLL04
REBEL
https://github.com/Babelscape/rebel
RE+ Macro F1
76.65
Relation Extraction
CoNLL04
Table-Sequence
https://arxiv.org/abs/2010.03851v1
NER Macro F1
86.9
Relation Extraction
CoNLL04
Table-Sequence
https://arxiv.org/abs/2010.03851v1
RE+ Micro F1
73.6
Relation Extraction
CoNLL04
Table-Sequence
https://arxiv.org/abs/2010.03851v1
RE+ Macro F1
75.4
Relation Extraction
CoNLL04
Table-Sequence
https://arxiv.org/abs/2010.03851v1
NER Micro F1
90.1
Relation Extraction
CoNLL04
SpERT
https://arxiv.org/abs/1909.07755v4
NER Macro F1
86.25
Relation Extraction
CoNLL04
SpERT
https://arxiv.org/abs/1909.07755v4
RE+ Micro F1
71.47
Relation Extraction
CoNLL04
SpERT
https://arxiv.org/abs/1909.07755v4
RE+ Macro F1
72.87
Relation Extraction
CoNLL04
SpERT
https://arxiv.org/abs/1909.07755v4
NER Micro F1
88.94
Relation Extraction
CoNLL04
Deeper
https://arxiv.org/abs/2002.06424v1
NER Macro F1
87
Relation Extraction
CoNLL04
Deeper
https://arxiv.org/abs/2002.06424v1
RE+ Micro F1
71.08
Relation Extraction
CoNLL04
Deeper
https://arxiv.org/abs/2002.06424v1
RE+ Macro F1
72.63
Relation Extraction
CoNLL04
Deeper
https://arxiv.org/abs/2002.06424v1
NER Micro F1
89.78
Relation Extraction
CoNLL04
Biaffine attention
http://arxiv.org/abs/1812.11275v1
NER Macro F1
86.2
Relation Extraction
CoNLL04
Biaffine attention
http://arxiv.org/abs/1812.11275v1
RE+ Macro F1
64.4
Relation Extraction
CoNLL04
Relation-Metric with AT
https://arxiv.org/abs/1905.07458v4
NER Macro F1
84.15
Relation Extraction
CoNLL04
Relation-Metric with AT
https://arxiv.org/abs/1905.07458v4
RE+ Macro F1
62.29
Relation Extraction
CoNLL04
multi-head
http://arxiv.org/abs/1804.07847v3
NER Macro F1
83.9
Relation Extraction
CoNLL04
multi-head
http://arxiv.org/abs/1804.07847v3
RE+ Macro F1
62.04
Relation Extraction
CoNLL04
multi-head + AT
http://arxiv.org/abs/1808.06876v3
NER Macro F1
83.6
Relation Extraction
CoNLL04
multi-head + AT
http://arxiv.org/abs/1808.06876v3
RE+ Macro F1
61.95
Relation Extraction
CoNLL04
ReLiK-Large
https://arxiv.org/abs/2408.00103v3
RE+ Micro F1
78.1
Relation Extraction
CoNLL04
ASP+T0-3B
https://arxiv.org/abs/2210.14698v2
RE+ Micro F1
76.3
Relation Extraction
CoNLL04
ASP+T0-3B
https://arxiv.org/abs/2210.14698v2
NER Micro F1
90.3
Relation Extraction
CoNLL04
TablERT
https://arxiv.org/abs/2010.07522v2
RE+ Micro F1
72.6
Relation Extraction
CoNLL04
TablERT
https://arxiv.org/abs/2010.07522v2
NER Micro F1
90.2
Relation Extraction
CoNLL04
TANL
https://arxiv.org/abs/2101.05779v3
RE+ Micro F1
72.6
Relation Extraction
CoNLL04
TriMF
https://arxiv.org/abs/2101.10213v3
RE+ Micro F1
72.35
Relation Extraction
CoNLL04
TriMF
https://arxiv.org/abs/2101.10213v3
NER Micro F1
90.3
Relation Extraction
CoNLL04
Multi-turn QA
https://arxiv.org/abs/1905.05529v4
RE+ Micro F1
68.9
Relation Extraction
CoNLL04
Multi-turn QA
https://arxiv.org/abs/1905.05529v4
NER Micro F1
87.8
Relation Extraction
CoNLL04
Global
https://aclanthology.org/D17-1182
RE+ Micro F1
67.8
Relation Extraction
CoNLL04
Global
https://aclanthology.org/D17-1182
NER Micro F1
85.6
Relation Extraction
CoNLL04
Table Representation
https://aclanthology.org/D14-1200
RE+ Micro F1
61
Relation Extraction
CoNLL04
Table Representation
https://aclanthology.org/D14-1200
NER Micro F1
80.7
Relation Extraction > Relation Classification
AbstRCT - Neoplasm
ResAttArg
https://arxiv.org/abs/2102.12227v3
Macro F1
70.92
Relation Extraction > Relation Classification
TACRED
Deepstruct zero-shot
https://arxiv.org/abs/2205.10475v2
F1
36.1
Relation Extraction > Relation Classification
TACRED
DeepEx (zero-shot top-1)
https://arxiv.org/abs/2109.11171v1
F1
49.2
Relation Extraction > Relation Classification
TACRED
TANL (multi-task)
https://arxiv.org/abs/2101.05779v3
F1
61.9
Relation Extraction > Relation Classification
TACRED
BERT
https://arxiv.org/abs/1905.07129v3
F1
66.0
Relation Extraction > Relation Classification
TACRED
C-GCN
http://arxiv.org/abs/1809.10185v1
F1
66.4
Relation Extraction > Relation Classification
TACRED
ERNIE
https://arxiv.org/abs/1905.07129v3
F1
68.0
Relation Extraction > Relation Classification
TACRED
SpanBERT
https://arxiv.org/abs/1907.10529v3
F1
70.8
Relation Extraction > Relation Classification
TACRED
RoBERTa
https://arxiv.org/abs/2002.01808v5
F1
71.3
Relation Extraction > Relation Classification
TACRED
MTB Baldini Soares et al. (2019)
https://arxiv.org/abs/1906.03158v1
F1
71.5
Relation Extraction > Relation Classification
TACRED
KnowBERT
https://arxiv.org/abs/1909.04164v2
F1
71.5
Relation Extraction > Relation Classification
TACRED
KEPLER
https://arxiv.org/abs/1911.06136v3
F1
71.7
Relation Extraction > Relation Classification
TACRED
TANL
https://arxiv.org/abs/2101.05779v3
F1
71.9
Relation Extraction > Relation Classification
TACRED
K-Adapter
https://arxiv.org/abs/2002.01808v5
F1
72.0
Relation Extraction > Relation Classification
TACRED
LUKE 483M
https://arxiv.org/abs/2010.01057v1
F1
72.7
Relation Extraction > Relation Classification
TACRED
DeepStruct multi-task
https://arxiv.org/abs/2205.10475v2
F1
74.9
Relation Extraction > Relation Classification
TACRED
DeepEx (zero-shot top-10)
https://arxiv.org/abs/2109.11171v1
F1
76.4
Relation Extraction > Relation Classification
TACRED
DeepStruct multi-task w/ finetune
https://arxiv.org/abs/2205.10475v2
F1
76.8
Relation Extraction > Relation Classification
CDCP
ResAttArg
https://arxiv.org/abs/2102.12227v3
Macro F1
42.95
Relation Extraction > Relation Classification
DRI Corpus
ResAttArg
https://arxiv.org/abs/2102.12227v3
Macro F1
37.72
Relation Extraction > Relation Classification
FewRel
DeepStruct multi-task w/ finetune
https://arxiv.org/abs/2205.10475v2
F1 (5-way 1-shot)
98.4
Relation Extraction > Relation Classification
FewRel
DeepStruct multi-task w/ finetune
https://arxiv.org/abs/2205.10475v2
F1 (5-way 5-shot
100
Relation Extraction > Relation Classification
FewRel
DeepStruct multi-task w/ finetune
https://arxiv.org/abs/2205.10475v2
F1 (10-way 1-shot)
97.8
Relation Extraction > Relation Classification
FewRel
DeepStruct multi-task w/ finetune
https://arxiv.org/abs/2205.10475v2
F1 (10-way 5-shot)
99.8
Relation Extraction > Relation Classification
FewRel
DeepStruct multi-task
https://arxiv.org/abs/2205.10475v2
F1 (5-way 1-shot)
93.6
Relation Extraction > Relation Classification
FewRel
DeepStruct multi-task
https://arxiv.org/abs/2205.10475v2
F1 (5-way 5-shot
96.4
Relation Extraction > Relation Classification
FewRel
DeepStruct multi-task
https://arxiv.org/abs/2205.10475v2
F1 (10-way 1-shot)
92.2
Relation Extraction > Relation Classification
FewRel
DeepStruct multi-task
https://arxiv.org/abs/2205.10475v2
F1 (10-way 5-shot)
94.6
Relation Extraction > Relation Classification
FewRel
Deepstruct zero-shot
https://arxiv.org/abs/2205.10475v2
F1 (5-way 1-shot)
72.4