|
RAG4RE
|
Retrieval-Augmented Generation-based Relation Ext…
|
86.60
|
2024-04-20
|
|
|
DeepStruct multi-task w/ finetune
|
DeepStruct: Pretraining of Language Models for St…
|
76.80
|
2022-05-21
|
|
|
UNiST (LARGE)
|
Unified Semantic Typing with Meaningful Label Inf…
|
75.50
|
2022-05-04
|
|
|
GenPT (T5)
|
Generative Prompt Tuning for Relation Classificat…
|
75.30
|
2022-10-22
|
|
|
RECENT+SpanBERT
|
Relation Classification with Entity Type Restrict…
|
75.20
|
2021-05-18
|
|
|
SuRE (PEGASUS-large)
|
Summarization as Indirect Supervision for Relatio…
|
75.10
|
2022-05-19
|
|
|
EXOBRAIN
|
Improving Sentence-Level Relation Extraction thro…
|
75.00
|
2021-07-20
|
|
|
Relation Reduction
|
Relation Classification as Two-way Span-Prediction
|
74.80
|
2020-10-09
|
|
|
RoBERTa-large-typed-marker
|
An Improved Baseline for Sentence-level Relation …
|
74.60
|
2021-02-02
|
|
|
NLI_DeBERTa
|
Label Verbalization and Entailment for Effective …
|
73.90
|
2021-09-08
|
|
|
Noise-robust Co-regularization + BERT-large
|
Learning from Noisy Labels for Entity-Centric Inf…
|
73.00
|
2021-04-17
|
|
|
K-ADAPTER (F+L)
|
K-Adapter: Infusing Knowledge into Pre-Trained Mo…
|
72.04
|
2020-02-05
|
|
|
TANL
|
Structured Prediction as Translation between Augm…
|
71.90
|
2021-01-14
|
|
|
KEPLER
|
KEPLER: A Unified Model for Knowledge Embedding a…
|
71.70
|
2019-11-13
|
|
|
BERTEM+MTB
|
Matching the Blanks: Distributional Similarity fo…
|
71.50
|
2019-06-07
|
|
|
KnowBert-W+W
|
Knowledge Enhanced Contextual Word Representations
|
71.50
|
2019-09-09
|
|
|
DG-SpanBERT-large
|
Efficient long-distance relation extraction with …
|
71.50
|
2020-04-07
|
|
|
RELA
|
Sequence Generation with Label Augmentation for R…
|
71.20
|
2022-12-29
|
|
|
NLI_RoBERTa
|
Label Verbalization and Entailment for Effective …
|
71.00
|
2021-09-08
|
|
|
SpanBERT-large
|
SpanBERT: Improving Pre-training by Representing …
|
70.80
|
2019-07-24
|
|
|
GDPNet
|
GDPNet: Refining Latent Multi-View Graph for Rela…
|
70.50
|
2020-12-12
|
|
|
Contrastive Pre-training
|
Learning from Context or Names? An Empirical Stud…
|
69.50
|
2020-10-05
|
|
|
R-BERT
|
Enriching Pre-trained Language Model with Entity …
|
69.40
|
2019-05-20
|
|
|
C-GCN + PA-LSTM
|
Graph Convolution over Pruned Dependency Trees Im…
|
68.20
|
2018-09-26
|
|
|
C-AGGCN
|
Attention Guided Graph Convolutional Networks for…
|
68.20
|
2019-06-18
|
|
|
ERNIE
|
ERNIE: Enhanced Language Representation with Info…
|
67.97
|
2019-05-17
|
|
|
BERT-LSTM-base
|
Simple BERT Models for Relation Extraction and Se…
|
67.80
|
2019-04-10
|
|
|
TRE
|
Improving Relation Extraction by Pre-trained Lang…
|
67.40
|
2019-06-07
|
|
|
Alt et al. (2019)
|
Improving Relation Extraction by Pre-trained Lang…
|
67.40
|
2019-06-07
|
|
|
GCN + PA-LSTM
|
Graph Convolution over Pruned Dependency Trees Im…
|
67.10
|
2018-09-26
|
|
|
C-SGC
|
Simplifying Graph Convolutional Networks
|
67.00
|
2019-02-19
|
|
|
C-GCN
|
Graph Convolution over Pruned Dependency Trees Im…
|
66.40
|
2018-09-26
|
|
|
AGGCN
|
Attention Guided Graph Convolutional Networks for…
|
65.10
|
2019-06-18
|
|
|
GCN
|
Graph Convolution over Pruned Dependency Trees Im…
|
64.00
|
2018-09-26
|
|
|
LLM-QA4RE (XXLarge)
|
Aligning Instruction Tasks Unlocks Large Language…
|
52.20
|
2023-05-18
|
|
|
LUKE
|
LUKE: Deep Contextualized Entity Representations …
|
17.00
|
2020-10-02
|
|