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Natural Language Processing
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Open Information Extraction
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OIE2016
Open Information Extraction on OIE2016
Metric: F1 (higher is better)
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#
Model
↕
F1
▼
Extra Data
Paper
Date
↕
Code
1
DeepEx (zero-shot)
72.6
Yes
Zero-Shot Information Extraction as a Unified Te...
2021-09-23
Code
2
DeepStruct multi-task w/ finetune
71.3
No
DeepStruct: Pretraining of Language Models for S...
2022-05-21
Code
3
Deepstruct multi-task
71.2
No
DeepStruct: Pretraining of Language Models for S...
2022-05-21
Code
4
SpanOIE [48]
69.4
No
A Survey on Neural Open Information Extraction: ...
2022-05-24
-
5
SpanOIE
68.65
No
Span Model for Open Information Extraction on Ac...
2019-01-30
Code
6
LLaMA-2-70B w/ Selected Demo & Uncertainty
65.8
No
Improving Open Information Extraction with Large...
2023-09-07
-
7
GPT-3.5-Turbo w/ Selected Demo & Uncertainty
65.1
No
Improving Open Information Extraction with Large...
2023-09-07
-
8
RnnOIE [36]
62
No
A Survey on Neural Open Information Extraction: ...
2022-05-24
-
9
OpenIE4 [26]
60
No
A Survey on Neural Open Information Extraction: ...
2022-05-24
-
10
ClausIE [9]
59
No
A Survey on Neural Open Information Extraction: ...
2022-05-24
-
11
LLaMA-2-13B w/ Selected Demo & Uncertainty
36.9
No
Improving Open Information Extraction with Large...
2023-09-07
-
12
Deepstruct zero-shot
28.1
No
DeepStruct: Pretraining of Language Models for S...
2022-05-21
Code