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9.22k
Relation Extraction
ACE 2005
Attention
https://aclanthology.org/P17-1085
NER Micro F1
82.6
Relation Extraction
ACE 2005
Attention
https://aclanthology.org/P17-1085
RE+ Micro F1
53.6
Relation Extraction
ACE 2005
Attention
https://aclanthology.org/P17-1085
Sentence Encoder
biLSTM
Relation Extraction
ACE 2005
Attention
https://aclanthology.org/P17-1085
Cross Sentence
No
Relation Extraction
ACE 2005
Joint w/ Global
https://aclanthology.org/P14-1038
RE Micro F1
52.1
Relation Extraction
ACE 2005
Joint w/ Global
https://aclanthology.org/P14-1038
NER Micro F1
80.8
Relation Extraction
ACE 2005
Joint w/ Global
https://aclanthology.org/P14-1038
RE+ Micro F1
49.5
Relation Extraction
ACE 2005
Joint w/ Global
https://aclanthology.org/P14-1038
Sentence Encoder
-
Relation Extraction
ACE 2005
Joint w/ Global
https://aclanthology.org/P14-1038
Cross Sentence
No
Relation Extraction
ACE 2005
MGE
https://aclanthology.org/2022.ccl-1.75
NER Micro F1
89.7
Relation Extraction
ACE 2005
MGE
https://aclanthology.org/2022.ccl-1.75
RE+ Micro F1
68.2
Relation Extraction
ACE 2005
MGE
https://aclanthology.org/2022.ccl-1.75
Sentence Encoder
ALBERT
Relation Extraction
ACE 2005
MGE
https://aclanthology.org/2022.ccl-1.75
Cross Sentence
No
Relation Extraction
ACE 2005
PFN
https://arxiv.org/abs/2108.12202v8
NER Micro F1
89.0
Relation Extraction
ACE 2005
PFN
https://arxiv.org/abs/2108.12202v8
RE+ Micro F1
66.8
Relation Extraction
ACE 2005
PFN
https://arxiv.org/abs/2108.12202v8
Sentence Encoder
ALBERT
Relation Extraction
ACE 2005
PFN
https://arxiv.org/abs/2108.12202v8
Cross Sentence
No
Relation Extraction
ACE 2005
MRC4ERE++
https://www.ijcai.org/Proceedings/2020/0546.pdf
NER Micro F1
85.5
Relation Extraction
ACE 2005
MRC4ERE++
https://www.ijcai.org/Proceedings/2020/0546.pdf
RE+ Micro F1
62.1
Relation Extraction
ACE 2005
MRC4ERE++
https://www.ijcai.org/Proceedings/2020/0546.pdf
Sentence Encoder
BERT base
Relation Extraction
ACE 2005
MRC4ERE++
https://www.ijcai.org/Proceedings/2020/0546.pdf
Cross Sentence
No
Relation Extraction
ACE 2005
Multi-turn QA
https://arxiv.org/abs/1905.05529v4
NER Micro F1
84.8
Relation Extraction
ACE 2005
Multi-turn QA
https://arxiv.org/abs/1905.05529v4
RE+ Micro F1
60.2
Relation Extraction
ACE 2005
Multi-turn QA
https://arxiv.org/abs/1905.05529v4
Sentence Encoder
BERT base
Relation Extraction
ACE 2005
Multi-turn QA
https://arxiv.org/abs/1905.05529v4
Cross Sentence
No
Relation Extraction
ACE 2005
MRT
https://aclanthology.org/D18-1249
NER Micro F1
83.6
Relation Extraction
ACE 2005
MRT
https://aclanthology.org/D18-1249
RE+ Micro F1
59.6
Relation Extraction
ACE 2005
MRT
https://aclanthology.org/D18-1249
Sentence Encoder
biLSTM
Relation Extraction
ACE 2005
MRT
https://aclanthology.org/D18-1249
Cross Sentence
No
Relation Extraction
ACE 2005
GCN
https://aclanthology.org/P19-1131
NER Micro F1
84.2
Relation Extraction
ACE 2005
GCN
https://aclanthology.org/P19-1131
RE+ Micro F1
59.1
Relation Extraction
ACE 2005
GCN
https://aclanthology.org/P19-1131
Sentence Encoder
biLSTM
Relation Extraction
ACE 2005
GCN
https://aclanthology.org/P19-1131
Cross Sentence
No
Relation Extraction
ACE 2005
Global
https://aclanthology.org/D17-1182
NER Micro F1
83.6
Relation Extraction
ACE 2005
Global
https://aclanthology.org/D17-1182
RE+ Micro F1
57.5
Relation Extraction
ACE 2005
Global
https://aclanthology.org/D17-1182
Sentence Encoder
biLSTM
Relation Extraction
ACE 2005
Global
https://aclanthology.org/D17-1182
Cross Sentence
No
Relation Extraction
ACE 2005
SPTree
http://arxiv.org/abs/1601.00770v3
NER Micro F1
83.4
Relation Extraction
ACE 2005
SPTree
http://arxiv.org/abs/1601.00770v3
RE+ Micro F1
55.6
Relation Extraction
ACE 2005
SPTree
http://arxiv.org/abs/1601.00770v3
Sentence Encoder
biLSTM
Relation Extraction
ACE 2005
SPTree
http://arxiv.org/abs/1601.00770v3
Cross Sentence
No
Relation Extraction
ACE 2005
Span-level
https://aclanthology.org/P19-1525
NER Micro F1
85.98
Relation Extraction
ACE 2005
Span-level
https://aclanthology.org/P19-1525
Sentence Encoder
ELMo
Relation Extraction
ACE 2005
Span-level
https://aclanthology.org/P19-1525
Cross Sentence
No
Relation Extraction
ACE 2005
Dual Pointer Network(multi-head)
https://arxiv.org/abs/2103.03509v1
Relation classification F1
80.8
Relation Extraction
ACE 2005
Dual Pointer Network(multi-head)
https://arxiv.org/abs/2103.03509v1
Cross Sentence
No
Relation Extraction
ACE 2005
Dual Pointer Network
https://aclanthology.org/D19-6608
Relation classification F1
80.5
Relation Extraction
ACE 2005
Dual Pointer Network
https://aclanthology.org/D19-6608
Cross Sentence
No
Relation Extraction
ACE 2005
RNN+CNN
http://arxiv.org/abs/1511.05926v1
Relation classification F1
67.7
Relation Extraction
ACE 2005
RNN+CNN
http://arxiv.org/abs/1511.05926v1
Cross Sentence
No
Relation Extraction
ACE 2005
Walk-based model
https://arxiv.org/abs/1902.07023v2
Relation classification F1
64.2
Relation Extraction
ACE 2005
Walk-based model
https://arxiv.org/abs/1902.07023v2
Cross Sentence
No
Relation Extraction
ACE 2005
CNN
https://aclanthology.org/W15-1506
Relation classification F1
61.3
Relation Extraction
ACE 2005
CNN
https://aclanthology.org/W15-1506
Cross Sentence
No
Relation Extraction
ACE 2005
FCM
http://arxiv.org/abs/1505.02419v3
Relation classification F1
58.2
Relation Extraction
ACE 2005
FCM
http://arxiv.org/abs/1505.02419v3
Cross Sentence
No
Relation Extraction
ACE 2005
HySPA (ours) w/ RoBERTa
https://arxiv.org/abs/2106.15838v1
Relation F1
68.2
Relation Extraction
ACE 2005
HySPA
https://arxiv.org/abs/2106.15838v1
Sentence Encoder
ALBERT
Relation Extraction
ACE 2005
HySPA
https://arxiv.org/abs/2106.15838v1
Cross Sentence
No
Relation Extraction
2010 i2b2/VA
Spark NLP
https://arxiv.org/abs/2112.13259v1
Macro F1
69.1
Relation Extraction
GAD
BioLinkBERT (large)
https://arxiv.org/abs/2203.15827v1
Micro F1
84.90
Relation Extraction
GAD
BioLinkBERT (large)
https://arxiv.org/abs/2203.15827v1
F1
84.90
Relation Extraction
GAD
KeBioLM
https://arxiv.org/abs/2104.10344v1
F1
84.3
Relation Extraction
GAD
PubMedBERT uncased
https://arxiv.org/abs/2007.15779v6
Micro F1
82.34
Relation Extraction
FUNSD
LayoutLMv3 large EM + BBO + RSF
https://arxiv.org/abs/2404.10848v1
F1
90.81
Relation Extraction
FUNSD
GeoLayoutLM
https://arxiv.org/abs/2304.10759v1
F1
89.45
Relation Extraction
FUNSD
RORE (GeoLayoutLM)
https://arxiv.org/abs/2409.19672v1
F1
88.46
Relation Extraction
FUNSD
LayoutLMv3 large
https://arxiv.org/abs/2204.08387v3
F1
80.35
Relation Extraction
FUNSD
LayoutLMv3 large
https://arxiv.org/abs/2304.10759v1
F1
80.35
Relation Extraction
FUNSD
TPP (LayoutMask)
https://arxiv.org/abs/2310.11016v1
F1
79.20
Relation Extraction
FUNSD
BROS
https://arxiv.org/abs/2108.04539v5
F1
77.01
Relation Extraction
FUNSD
LayoutLMv2 large
https://arxiv.org/abs/2012.14740v4
F1
70.57
Relation Extraction
FUNSD
LayoutLM
https://arxiv.org/abs/1912.13318v5
F1
42.83
Relation Extraction
NYT-single
ETL-Span
https://arxiv.org/abs/1909.04273v3
F1
59
Relation Extraction
NYT-single
PA-LSTM
https://www.aaai.org/ojs/index.php/AAAI/article/view/4591
F1
53.8
Relation Extraction
NYT-single
NovelTagging
http://arxiv.org/abs/1706.05075v1
F1
49.5
Relation Extraction
ADE Corpus
PFN
https://arxiv.org/abs/2108.12202v8
NER Macro F1
91.3
Relation Extraction
ADE Corpus
PFN
https://arxiv.org/abs/2108.12202v8
RE+ Macro F1
83.2
Relation Extraction
WLPC
SpanRel
https://arxiv.org/abs/1911.03822v2
F1
65.5
Relation Extraction
WLPC
DyGIE
http://arxiv.org/abs/1904.03296v1
F1
64.1
Relation Extraction
Dataset: Relationship extraction for knowledge graph creation from biomedical literature (Gene-Disease relationships)
DistilBERT
https://arxiv.org/abs/2201.01647v4
F1
91
Relation Extraction
Dataset: Relationship extraction for knowledge graph creation from biomedical literature (Gene-Disease relationships)
T5
https://arxiv.org/abs/2201.01647v4
F1
88
Relation Extraction
NYT Corpus
KGPOOL
https://arxiv.org/abs/2106.00459v2
P@10%
92.3
Relation Extraction
NYT Corpus
KGPOOL
https://arxiv.org/abs/2106.00459v2
P@30%
86.7
Relation Extraction
NYT Corpus
RECON
https://arxiv.org/abs/2009.08694v2
P@10%
87.5
Relation Extraction
NYT Corpus
RECON
https://arxiv.org/abs/2009.08694v2
P@30%
74.1
Relation Extraction
NYT Corpus
HRERE
https://arxiv.org/abs/1903.10126v3
P@10%
84.9
Relation Extraction
NYT Corpus
HRERE
https://arxiv.org/abs/1903.10126v3
P@30%
72.8
Relation Extraction
NYT Corpus
DSRE-VAE
https://arxiv.org/abs/2104.08225v1
P@10%
75.9
Relation Extraction
NYT Corpus
DSRE-VAE
https://arxiv.org/abs/2104.08225v1
P@30%
63.3
Relation Extraction
NYT Corpus
RESIDE
http://arxiv.org/abs/1812.04361v2
P@10%
73.6
Relation Extraction
NYT Corpus
RESIDE
http://arxiv.org/abs/1812.04361v2
P@30%
59.5
Relation Extraction
NYT Corpus
PCNN+ATT
https://aclanthology.org/p16-1200
P@10%
69.4
Relation Extraction
NYT Corpus
PCNN+ATT
https://aclanthology.org/p16-1200
P@30%
51.8
Relation Extraction
NYT Corpus
MIML-RE
https://aclanthology.org/D12-1042
P@10%
60.7
Relation Extraction
2018 n2c2 posology
Spark NLP
https://arxiv.org/abs/2112.13259v1
Macro F1
96.7
Relation Extraction
DocRED
DREEAM
https://arxiv.org/abs/2302.08675v1
F1
67.53
Relation Extraction
DocRED
DREEAM
https://arxiv.org/abs/2302.08675v1
Ign F1
65.47
Relation Extraction
DocRED
KD-Rb-l
https://arxiv.org/abs/2203.10900v1
F1
67.28
Relation Extraction
DocRED
KD-Rb-l
https://arxiv.org/abs/2203.10900v1
Ign F1
65.24