task_path
stringlengths
3
199
dataset
stringlengths
1
128
model_name
stringlengths
1
223
paper_url
stringlengths
21
601
metric_name
stringlengths
1
50
metric_value
stringlengths
1
9.22k
Relation Extraction
TACRED
UNiST (LARGE)
https://arxiv.org/abs/2205.01826v1
F1
75.5
Relation Extraction
TACRED
RE-MC
https://www.mdpi.com/1424-8220/22/13/4911
F1
75.4
Relation Extraction
TACRED
GenPT (T5)
https://arxiv.org/abs/2210.12435v1
F1
75.3
Relation Extraction
TACRED
RECENT+SpanBERT
https://arxiv.org/abs/2105.08393v1
F1
75.2
Relation Extraction
TACRED
SuRE (PEGASUS-large)
https://arxiv.org/abs/2205.09837v2
F1
75.1
Relation Extraction
TACRED
SuRE (PEGASUS-large)
https://arxiv.org/abs/2205.09837v2
F1 (Zero-Shot)
20.6
Relation Extraction
TACRED
SuRE (PEGASUS-large)
https://arxiv.org/abs/2205.09837v2
F1 (1% Few-Shot)
52
Relation Extraction
TACRED
SuRE (PEGASUS-large)
https://arxiv.org/abs/2205.09837v2
F1 (5% Few-Shot)
64.9
Relation Extraction
TACRED
SuRE (PEGASUS-large)
https://arxiv.org/abs/2205.09837v2
F1 (10% Few-Shot)
70.7
Relation Extraction
TACRED
EXOBRAIN
https://arxiv.org/abs/2107.09332v2
F1
75.0
Relation Extraction
TACRED
Relation Reduction
https://arxiv.org/abs/2010.04829v2
F1
74.8
Relation Extraction
TACRED
RoBERTa-large-typed-marker
https://arxiv.org/abs/2102.01373v4
F1
74.6
Relation Extraction
TACRED
NLI_DeBERTa
https://arxiv.org/abs/2109.03659v1
F1
73.9
Relation Extraction
TACRED
NLI_DeBERTa
https://arxiv.org/abs/2109.03659v1
F1 (Zero-Shot)
62.8
Relation Extraction
TACRED
NLI_DeBERTa
https://arxiv.org/abs/2109.03659v1
F1 (1% Few-Shot)
63.7
Relation Extraction
TACRED
NLI_DeBERTa
https://arxiv.org/abs/2109.03659v1
F1 (5% Few-Shot)
69.0
Relation Extraction
TACRED
NLI_DeBERTa
https://arxiv.org/abs/2109.03659v1
F1 (10% Few-Shot)
67.9
Relation Extraction
TACRED
Noise-robust Co-regularization + BERT-large
https://arxiv.org/abs/2104.08656v2
F1
73.0
Relation Extraction
TACRED
DeNERT-KG
https://www.mdpi.com/2076-3417/10/18/6429/htm
F1
72.4
Relation Extraction
TACRED
K-ADAPTER (F+L)
https://arxiv.org/abs/2002.01808v5
F1
72.04
Relation Extraction
TACRED
K-ADAPTER (F+L)
https://arxiv.org/abs/2002.01808v5
F1 (1% Few-Shot)
13.8
Relation Extraction
TACRED
K-ADAPTER (F+L)
https://arxiv.org/abs/2002.01808v5
F1 (5% Few-Shot)
45.1
Relation Extraction
TACRED
K-ADAPTER (F+L)
https://arxiv.org/abs/2002.01808v5
F1 (10% Few-Shot)
56.0
Relation Extraction
TACRED
TANL
https://arxiv.org/abs/2101.05779v3
F1
71.9
Relation Extraction
TACRED
KEPLER
https://arxiv.org/abs/1911.06136v3
F1
71.7
Relation Extraction
TACRED
BERTEM+MTB
https://arxiv.org/abs/1906.03158v1
F1
71.5
Relation Extraction
TACRED
BERTEM+MTB
https://arxiv.org/abs/1906.03158v1
F1 (1% Few-Shot)
43.4
Relation Extraction
TACRED
BERTEM+MTB
https://arxiv.org/abs/1906.03158v1
F1 (10% Few-Shot)
64.8
Relation Extraction
TACRED
KnowBert-W+W
https://arxiv.org/abs/1909.04164v2
F1
71.5
Relation Extraction
TACRED
DG-SpanBERT-large
https://arxiv.org/abs/2004.03636v1
F1
71.5
Relation Extraction
TACRED
RELA
https://arxiv.org/abs/2212.14266v2
F1
71.2
Relation Extraction
TACRED
NLI_RoBERTa
https://arxiv.org/abs/2109.03659v1
F1
71.0
Relation Extraction
TACRED
SpanBERT-large
https://arxiv.org/abs/1907.10529v3
F1
70.8
Relation Extraction
TACRED
GDPNet
https://arxiv.org/abs/2012.06780v1
F1
70.5
Relation Extraction
TACRED
Contrastive Pre-training
https://arxiv.org/abs/2010.01923v2
F1
69.5
Relation Extraction
TACRED
R-BERT
https://arxiv.org/abs/1905.08284v1
F1
69.4
Relation Extraction
TACRED
C-GCN + PA-LSTM
http://arxiv.org/abs/1809.10185v1
F1
68.2
Relation Extraction
TACRED
C-AGGCN
https://arxiv.org/abs/1906.07510v8
F1
68.2
Relation Extraction
TACRED
ERNIE
https://arxiv.org/abs/1905.07129v3
F1
67.97
Relation Extraction
TACRED
BERT-LSTM-base
http://arxiv.org/abs/1904.05255v1
F1
67.8
Relation Extraction
TACRED
SA-LSTM+D
https://www.ijcai.org/proceedings/2019/750
F1
67.6
Relation Extraction
TACRED
TRE
https://arxiv.org/abs/1906.03088v1
F1
67.4
Relation Extraction
TACRED
Alt et al. (2019)
https://arxiv.org/abs/1906.03088v1
F1
67.4
Relation Extraction
TACRED
GCN + PA-LSTM
http://arxiv.org/abs/1809.10185v1
F1
67.1
Relation Extraction
TACRED
C-SGC
https://arxiv.org/abs/1902.07153v2
F1
67.0
Relation Extraction
TACRED
C-GCN
http://arxiv.org/abs/1809.10185v1
F1
66.4
Relation Extraction
TACRED
PA-LSTM
https://aclanthology.org/D17-1004
F1
65.1
Relation Extraction
TACRED
AGGCN
https://arxiv.org/abs/1906.07510v8
F1
65.1
Relation Extraction
TACRED
GCN
http://arxiv.org/abs/1809.10185v1
F1
64.0
Relation Extraction
TACRED
LLM-QA4RE (XXLarge)
https://arxiv.org/abs/2305.11159v1
F1
52.2
Relation Extraction
TACRED
LUKE
https://arxiv.org/abs/2010.01057v1
F1 (1% Few-Shot)
17.0
Relation Extraction
TACRED
LUKE
https://arxiv.org/abs/2010.01057v1
F1 (5% Few-Shot)
51.6
Relation Extraction
ACE 2005
ITER
https://aclanthology.org/2024.findings-emnlp.655/
RE Micro F1
75.1 ± 0.49
Relation Extraction
ACE 2005
ITER
https://aclanthology.org/2024.findings-emnlp.655/
NER Micro F1
91.6 ± 0.12
Relation Extraction
ACE 2005
ITER
https://aclanthology.org/2024.findings-emnlp.655/
RE+ Micro F1
71.9 ± 0.56
Relation Extraction
ACE 2005
ITER
https://aclanthology.org/2024.findings-emnlp.655/
Sentence Encoder
FLAN T5 3B
Relation Extraction
ACE 2005
ITER
https://aclanthology.org/2024.findings-emnlp.655/
Cross Sentence
Yes
Relation Extraction
ACE 2005
PL-Marker
https://arxiv.org/abs/2109.06067v5
RE Micro F1
73.0
Relation Extraction
ACE 2005
PL-Marker
https://arxiv.org/abs/2109.06067v5
NER Micro F1
91.1
Relation Extraction
ACE 2005
PL-Marker
https://arxiv.org/abs/2109.06067v5
RE+ Micro F1
71.1
Relation Extraction
ACE 2005
PL-Marker
https://arxiv.org/abs/2109.06067v5
Sentence Encoder
ALBERT
Relation Extraction
ACE 2005
PL-Marker
https://arxiv.org/abs/2109.06067v5
Cross Sentence
Yes
Relation Extraction
ACE 2005
ASP+T5-3B
https://arxiv.org/abs/2210.14698v2
RE Micro F1
72.7
Relation Extraction
ACE 2005
ASP+T5-3B
https://arxiv.org/abs/2210.14698v2
NER Micro F1
91.3
Relation Extraction
ACE 2005
ASP+T5-3B
https://arxiv.org/abs/2210.14698v2
RE+ Micro F1
70.5
Relation Extraction
ACE 2005
ASP+T5-3B
https://arxiv.org/abs/2210.14698v2
Sentence Encoder
T5-3B
Relation Extraction
ACE 2005
ASP+T5-3B
https://arxiv.org/abs/2210.14698v2
Cross Sentence
Yes
Relation Extraction
ACE 2005
GoLLIE
https://arxiv.org/abs/2310.03668v5
RE Micro F1
70.1
Relation Extraction
ACE 2005
Ours: cross-sentence ALB
https://arxiv.org/abs/2010.12812v2
RE Micro F1
69.4
Relation Extraction
ACE 2005
Ours: cross-sentence ALB
https://arxiv.org/abs/2010.12812v2
NER Micro F1
90.9
Relation Extraction
ACE 2005
Ours: cross-sentence ALB
https://arxiv.org/abs/2010.12812v2
Sentence Encoder
ALBERT
Relation Extraction
ACE 2005
Ours: cross-sentence ALB
https://arxiv.org/abs/2010.12812v2
Cross Sentence
Yes
Relation Extraction
ACE 2005
Table-Sequence
https://arxiv.org/abs/2010.03851v1
RE Micro F1
67.6
Relation Extraction
ACE 2005
Table-Sequence
https://arxiv.org/abs/2010.03851v1
NER Micro F1
89.5
Relation Extraction
ACE 2005
Table-Sequence
https://arxiv.org/abs/2010.03851v1
RE+ Micro F1
64.3
Relation Extraction
ACE 2005
Table-Sequence
https://arxiv.org/abs/2010.03851v1
Sentence Encoder
ALBERT
Relation Extraction
ACE 2005
Table-Sequence
https://arxiv.org/abs/2010.03851v1
Cross Sentence
No
Relation Extraction
ACE 2005
TriMF
https://arxiv.org/abs/2101.10213v3
RE Micro F1
66.49
Relation Extraction
ACE 2005
TriMF
https://arxiv.org/abs/2101.10213v3
NER Micro F1
87.61
Relation Extraction
ACE 2005
TriMF
https://arxiv.org/abs/2101.10213v3
RE+ Micro F1
62.77
Relation Extraction
ACE 2005
TriMF
https://arxiv.org/abs/2101.10213v3
Sentence Encoder
BERT base
Relation Extraction
ACE 2005
TriMF
https://arxiv.org/abs/2101.10213v3
Cross Sentence
Yes
Relation Extraction
ACE 2005
TablERT
https://arxiv.org/abs/2010.07522v2
RE Micro F1
66.1
Relation Extraction
ACE 2005
TablERT
https://arxiv.org/abs/2010.07522v2
NER Micro F1
88.0
Relation Extraction
ACE 2005
TablERT
https://arxiv.org/abs/2010.07522v2
RE+ Micro F1
62.4
Relation Extraction
ACE 2005
TablERT
https://arxiv.org/abs/2010.07522v2
Sentence Encoder
BERT base
Relation Extraction
ACE 2005
TablERT
https://arxiv.org/abs/2010.07522v2
Cross Sentence
No
Relation Extraction
ACE 2005
DYGIE++
https://arxiv.org/abs/1909.03546v2
RE Micro F1
63.4
Relation Extraction
ACE 2005
DYGIE++
https://arxiv.org/abs/1909.03546v2
NER Micro F1
88.6
Relation Extraction
ACE 2005
DYGIE++
https://arxiv.org/abs/1909.03546v2
Sentence Encoder
BERT base
Relation Extraction
ACE 2005
DYGIE++
https://arxiv.org/abs/1909.03546v2
Cross Sentence
Yes
Relation Extraction
ACE 2005
DyGIE
http://arxiv.org/abs/1904.03296v1
RE Micro F1
63.2
Relation Extraction
ACE 2005
DyGIE
http://arxiv.org/abs/1904.03296v1
NER Micro F1
88.4
Relation Extraction
ACE 2005
DyGIE
http://arxiv.org/abs/1904.03296v1
Sentence Encoder
ELMo
Relation Extraction
ACE 2005
DyGIE
http://arxiv.org/abs/1904.03296v1
Cross Sentence
Yes
Relation Extraction
ACE 2005
Hierarchical Multi-task
http://arxiv.org/abs/1811.06031v2
RE Micro F1
62.7
Relation Extraction
ACE 2005
Hierarchical Multi-task
http://arxiv.org/abs/1811.06031v2
NER Micro F1
87.5
Relation Extraction
ACE 2005
Hierarchical Multi-task
http://arxiv.org/abs/1811.06031v2
Sentence Encoder
ELMo
Relation Extraction
ACE 2005
Hierarchical Multi-task
http://arxiv.org/abs/1811.06031v2
Cross Sentence
No
Relation Extraction
ACE 2005
Attention
https://aclanthology.org/P17-1085
RE Micro F1
55.9