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Natural Language Processing
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Relation Classification
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TACRED
Relation Classification on TACRED
Metric: F1 (higher is better)
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#
Model
↕
F1
▼
Extra Data
Paper
Date
↕
Code
1
DeepStruct multi-task w/ finetune
76.8
No
DeepStruct: Pretraining of Language Models for S...
2022-05-21
Code
2
DeepEx (zero-shot top-10)
76.4
No
Zero-Shot Information Extraction as a Unified Te...
2021-09-23
Code
3
DeepStruct multi-task
74.9
No
DeepStruct: Pretraining of Language Models for S...
2022-05-21
Code
4
LUKE 483M
72.7
No
LUKE: Deep Contextualized Entity Representations...
2020-10-02
Code
5
K-Adapter
72
No
K-Adapter: Infusing Knowledge into Pre-Trained M...
2020-02-05
Code
6
TANL
71.9
No
Structured Prediction as Translation between Aug...
2021-01-14
Code
7
KEPLER
71.7
No
KEPLER: A Unified Model for Knowledge Embedding ...
2019-11-13
Code
8
MTB Baldini Soares et al. (2019)
71.5
No
Matching the Blanks: Distributional Similarity f...
2019-06-07
Code
9
KnowBERT
71.5
No
Knowledge Enhanced Contextual Word Representations
2019-09-09
Code
10
RoBERTa
71.3
No
K-Adapter: Infusing Knowledge into Pre-Trained M...
2020-02-05
Code
11
SpanBERT
70.8
No
SpanBERT: Improving Pre-training by Representing...
2019-07-24
Code
12
ERNIE
68
No
ERNIE: Enhanced Language Representation with Inf...
2019-05-17
Code
13
C-GCN
66.4
No
Graph Convolution over Pruned Dependency Trees I...
2018-09-26
Code
14
BERT
66
No
ERNIE: Enhanced Language Representation with Inf...
2019-05-17
Code
15
TANL (multi-task)
61.9
No
Structured Prediction as Translation between Aug...
2021-01-14
Code
16
DeepEx (zero-shot top-1)
49.2
No
Zero-Shot Information Extraction as a Unified Te...
2021-09-23
Code
17
Deepstruct zero-shot
36.1
No
DeepStruct: Pretraining of Language Models for S...
2022-05-21
Code