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9.22k
Relation Extraction
DDI
BioLinkBERT (large)
https://arxiv.org/abs/2203.15827v1
Micro F1
83.35
Relation Extraction
DDI
BioLinkBERT (large)
https://arxiv.org/abs/2203.15827v1
F1
83.35
Relation Extraction
DDI
KeBioLM
https://arxiv.org/abs/2104.10344v1
F1
81.9
Relation Extraction
DDI
PubMedBERT uncased
https://arxiv.org/abs/2007.15779v6
Micro F1
82.36
Relation Extraction
Dataset: Relationship extraction for knowledge graph creation from biomedical literature (Gene-Disease relationships) n
DistilBERT
https://arxiv.org/abs/2201.01647v4
F1
89
Relation Extraction
SemEval 2018 Task 10
SVM with GloVe
https://aclanthology.org/S18-1118
F1-Score
0.76
Relation Extraction
SemEval 2018 Task 10
SVM with ConceptNet, Wikipedia articles and WordNet synonyms
http://arxiv.org/abs/1806.01733v2
F1-Score
0.74
Relation Extraction
SemEval 2018 Task 10
Gradient boosting with co-occurrence count features and JoBimText features
http://arxiv.org/abs/1804.11251v1
F1-Score
0.73
Relation Extraction
SemEval 2018 Task 10
LexVec, word co-occurrence, and ConceptNet data combined using maximum entropy classifier
https://aclanthology.org/S18-1153
F1-Score
0.72
Relation Extraction
SemEval 2018 Task 10
Composes explicit vector spaces from WordNet Definitions, ConceptNet and Visual Genome
https://arxiv.org/abs/1909.05363v1
F1-Score
0.69
Relation Extraction
SemEval 2018 Task 10
Use of Wikipedia and ConceptNet Transp. (No expl.)
https://aclanthology.org/S18-1159
F1-Score
0.69
Relation Extraction
NYT
ReLiK-Large
https://arxiv.org/abs/2408.00103v3
F1
95
Relation Extraction
NYT
ReLiK-Base
https://arxiv.org/abs/2408.00103v3
F1
94.8
Relation Extraction
NYT
ReLiK-Small
https://arxiv.org/abs/2408.00103v3
F1
94.4
Relation Extraction
NYT
UniRel
https://arxiv.org/abs/2211.09039v1
F1
93.7
Relation Extraction
NYT
REBEL (no pre-training)
https://github.com/Babelscape/rebel
F1
93.1
Relation Extraction
NYT
SPN
https://arxiv.org/abs/2011.01675v2
F1
92.5
Relation Extraction
NYT
TDEER
https://aclanthology.org/2021.emnlp-main.635
F1
92.5
Relation Extraction
NYT
DIRECT
https://arxiv.org/abs/2106.01559v1
F1
92.5
Relation Extraction
Google RE
RELA
https://arxiv.org/abs/2212.14266v2
F1
93.9
Relation Extraction
NYT29
WDec
https://arxiv.org/abs/1911.09886v1
F1
71.6
Relation Extraction
NYT29
PNDec
https://arxiv.org/abs/1911.09886v1
F1
67.3
Relation Extraction
NYT29
HRLRE
http://arxiv.org/abs/1811.03925v1
F1
64.3
Relation Extraction
GDA
SAISORE+CR+ET-SciBERT
https://arxiv.org/abs/2109.12093v2
F1
87.1
Relation Extraction
GDA
Dense-CCNet-SciBERTbase
https://arxiv.org/abs/2203.13953v1
F1
86.44
Relation Extraction
GDA
DRE-MIR-SciBERT
https://arxiv.org/abs/2204.09851v2
F1
86.4
Relation Extraction
GDA
DocuNet-SciBERTbase
https://arxiv.org/abs/2106.03618v2
F1
85.3
Relation Extraction
GDA
seq2rel (entity hinting)
https://arxiv.org/abs/2204.01098v2
F1
84.9
Relation Extraction
GDA
CGM2IR-SciBERTbase
https://arxiv.org/abs/2201.04826v1
F1
84.7
Relation Extraction
GDA
SciBERT-ATLOPBASE
https://arxiv.org/abs/2010.11304v3
F1
83.9
Relation Extraction
GDA
SSANBiaffine
https://arxiv.org/abs/2102.10249v1
F1
83.9
Relation Extraction
GDA
LSR w/o MDP Nodes
https://arxiv.org/abs/2005.06312v3
F1
82.2
Relation Extraction
FewRel
RoCORE
https://arxiv.org/abs/2109.07205v1
F1
79.611
Relation Extraction
FewRel
ERNIE
https://arxiv.org/abs/1905.07129v3
F1
88.32
Relation Extraction
FewRel
ERNIE
https://arxiv.org/abs/1905.07129v3
Precision
88.49
Relation Extraction
FewRel
ERNIE
https://arxiv.org/abs/1905.07129v3
Recall
88.44
Relation Extraction
WebNLG
UniRel
https://arxiv.org/abs/2211.09039v1
F1
94.7
Relation Extraction
WebNLG
PFN
https://arxiv.org/abs/2108.12202v8
F1
93.6
Relation Extraction
WebNLG
PFN
https://arxiv.org/abs/2108.12202v8
NER Micro F1
98.0
Relation Extraction
WebNLG
SPN
https://arxiv.org/abs/2011.01675v2
F1
93.4
Relation Extraction
WebNLG
TDEER
https://aclanthology.org/2021.emnlp-main.635
F1
93.1
Relation Extraction
WebNLG
RIFRE
https://www.sciencedirect.com/science/article/pii/S0950705121001519
F1
92.6
Relation Extraction
WebNLG
TPLinker
https://arxiv.org/abs/2010.13415v1
F1
91.9
Relation Extraction
WebNLG
HBT (CasRel)
https://arxiv.org/abs/1909.03227v4
F1
91.8
Relation Extraction
WebNLG
RIN (BERT, K=2)
https://arxiv.org/abs/2005.00162v2
F1
90.1
Relation Extraction
WebNLG
CGT(UniLM)
https://arxiv.org/abs/2009.06207v8
F1
83.4
Relation Extraction
WebNLG
ETL-Span
https://arxiv.org/abs/1909.04273v3
F1
83.1
Relation Extraction
WebNLG
RSAN
https://www.ijcai.org/Proceedings/2020/561
F1
82.1
Relation Extraction
WebNLG
CopyRE' OneDecoder
https://arxiv.org/abs/1911.10438v2
F1
60.5
Relation Extraction
WebNLG
CopyRE MultiDecoder
https://aclanthology.org/P18-1047
F1
37.1
Relation Extraction
WebNLG
NovelTagging
http://arxiv.org/abs/1706.05075v1
F1
28.3
Relation Extraction
NYT10-HRL
ReRe
https://arxiv.org/abs/2105.10158v1
F1
73.95
Relation Extraction
NYT10-HRL
ReRe (exact)
https://arxiv.org/abs/2105.10158v1
F1
73.4
Relation Extraction
NYT10-HRL
TPLinker
https://arxiv.org/abs/2010.13415v1
F1
72.45
Relation Extraction
NYT10-HRL
TPLinker Wang et al. (2020)*
https://arxiv.org/abs/2105.10158v1
F1
72.45
Relation Extraction
NYT10-HRL
TPLinker
https://arxiv.org/abs/2010.13415v1
F1
71.93
Relation Extraction
NYT10-HRL
TPLinker Wang et al. (2020)*(exact)
https://arxiv.org/abs/2105.10158v1
F1
71.93
Relation Extraction
NYT10-HRL
CasRel (exact)
https://arxiv.org/abs/1909.03227v4
F1
70.11
Relation Extraction
NYT10-HRL
CasRel (exact)
https://arxiv.org/abs/2105.10158v1
F1
70.11
Relation Extraction
NYT10-HRL
HRL
http://arxiv.org/abs/1811.03925v1
F1
64.4
Relation Extraction
NYT10-HRL
HRL Takanobu et al. (2019)
https://arxiv.org/abs/2105.10158v1
F1
64.4
Relation Extraction
ChemProt
SciBert (Finetune)
https://arxiv.org/abs/1903.10676v3
F1
83.64
Relation Extraction
ChemProt
BioM-BERT
https://aclanthology.org/2021.bionlp-1.24
F1
80.0
Relation Extraction
ChemProt
BioLinkBERT (large)
https://arxiv.org/abs/2203.15827v1
F1
79.98
Relation Extraction
ChemProt
BioLinkBERT (large)
https://arxiv.org/abs/2203.15827v1
Micro F1
79.98
Relation Extraction
ChemProt
SciFive Large
https://arxiv.org/abs/2106.03598v1
F1
78
Relation Extraction
ChemProt
KeBioLM
https://arxiv.org/abs/2104.10344v1
F1
77.5
Relation Extraction
ChemProt
BioT5X (base)
https://arxiv.org/abs/2106.03598v1
F1
77.40
Relation Extraction
ChemProt
BioMegatron
https://arxiv.org/abs/2010.06060v2
F1
77.0
Relation Extraction
ChemProt
BioBERT
https://arxiv.org/abs/1901.08746v4
F1
76.46
Relation Extraction
ChemProt
NCBI_BERT(large) (P)
https://arxiv.org/abs/1906.05474v2
F1
74.4
Relation Extraction
ChemProt
SciBERT (Base Vocab)
https://arxiv.org/abs/1903.10676v3
F1
73.7
Relation Extraction
ChemProt
ELECTRAMed
https://arxiv.org/abs/2104.09585v1
F1
72.94
Relation Extraction
ChemProt
PubMedBERT uncased
https://arxiv.org/abs/2007.15779v6
Micro F1
77.24
Relation Extraction
ChemProt
CharacterBERT (base, medical)
https://arxiv.org/abs/2010.10392v3
Micro F1
73.44
Relation Extraction
WNUT 2020
Baseline
https://arxiv.org/abs/2010.14576v3
Precision
80.1
Relation Extraction
WNUT 2020
Baseline
https://arxiv.org/abs/2010.14576v3
Recall
66.21
Relation Extraction
WNUT 2020
Baseline
https://arxiv.org/abs/2010.14576v3
F1
72.5
Relation Extraction
Adverse Drug Events (ADE) Corpus
ITER
https://aclanthology.org/2024.findings-emnlp.655/
RE+ Macro F1
85.6 ± 1.42
Relation Extraction
Adverse Drug Events (ADE) Corpus
ITER
https://aclanthology.org/2024.findings-emnlp.655/
NER Macro F1
92.63 ± 0.89
Relation Extraction
Adverse Drug Events (ADE) Corpus
PFN (ALBERT XXL, average aggregation)
https://arxiv.org/abs/2303.15100v2
RE+ Macro F1
83.9
Relation Extraction
Adverse Drug Events (ADE) Corpus
PFN (ALBERT XXL, average aggregation)
https://arxiv.org/abs/2303.15100v2
NER Macro F1
91.5
Relation Extraction
Adverse Drug Events (ADE) Corpus
Deeper
https://arxiv.org/abs/2002.06424v1
RE+ Macro F1
83.74
Relation Extraction
Adverse Drug Events (ADE) Corpus
Deeper
https://arxiv.org/abs/2002.06424v1
NER Macro F1
89.48
Relation Extraction
Adverse Drug Events (ADE) Corpus
PFN (ALBERT XXL, no aggregation)
https://arxiv.org/abs/2108.12202v8
RE+ Macro F1
83.2
Relation Extraction
Adverse Drug Events (ADE) Corpus
PFN (ALBERT XXL, no aggregation)
https://arxiv.org/abs/2108.12202v8
NER Macro F1
91.3
Relation Extraction
Adverse Drug Events (ADE) Corpus
SpERT.PL (without overlap and BioBERT)
http://ceur-ws.org/Vol-3004/paper2.pdf
RE+ Macro F1
82.39
Relation Extraction
Adverse Drug Events (ADE) Corpus
SpERT.PL (without overlap and BioBERT)
http://ceur-ws.org/Vol-3004/paper2.pdf
NER Macro F1
91.14
Relation Extraction
Adverse Drug Events (ADE) Corpus
REBEL (including overlapping entities)
https://github.com/Babelscape/rebel
RE+ Macro F1
82.2
Relation Extraction
Adverse Drug Events (ADE) Corpus
SpERT.PL (with overlap and BioBERT)
http://ceur-ws.org/Vol-3004/paper2.pdf
RE+ Macro F1
82.03
Relation Extraction
Adverse Drug Events (ADE) Corpus
SpERT.PL (with overlap and BioBERT)
http://ceur-ws.org/Vol-3004/paper2.pdf
NER Macro F1
91.17
Relation Extraction
Adverse Drug Events (ADE) Corpus
CMAN
https://www.ijcai.org/Proceedings/2020/558
RE+ Macro F1
81.14
Relation Extraction
Adverse Drug Events (ADE) Corpus
CMAN
https://www.ijcai.org/Proceedings/2020/558
NER Macro F1
89.40
Relation Extraction
Adverse Drug Events (ADE) Corpus
Table-Sequence
https://arxiv.org/abs/2010.03851v1
RE+ Macro F1
80.1
Relation Extraction
Adverse Drug Events (ADE) Corpus
Table-Sequence
https://arxiv.org/abs/2010.03851v1
NER Macro F1
89.7
Relation Extraction
Adverse Drug Events (ADE) Corpus
Table-Sequence
https://arxiv.org/abs/2010.03851v1
RE Macro F1
80.1
Relation Extraction
Adverse Drug Events (ADE) Corpus
CLDR + CLNER
https://arxiv.org/abs/2109.00840v2
RE+ Macro F1
79.97
Relation Extraction
Adverse Drug Events (ADE) Corpus
CLDR + CLNER
https://arxiv.org/abs/2109.00840v2
NER Macro F1
88.3
Relation Extraction
Adverse Drug Events (ADE) Corpus
SpERT (without overlap)
https://arxiv.org/abs/1909.07755v4
RE+ Macro F1
79.24
Relation Extraction
Adverse Drug Events (ADE) Corpus
SpERT (without overlap)
https://arxiv.org/abs/1909.07755v4
NER Macro F1
89.25