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SotA/Natural Language Processing/Open Information Extraction/OIE2016

Open Information Extraction on OIE2016

Metric: F1 (higher is better)

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#Model↕F1▼Extra DataPaperDate↕Code
1DeepEx (zero-shot)72.6YesZero-Shot Information Extraction as a Unified Te...2021-09-23Code
2DeepStruct multi-task w/ finetune71.3NoDeepStruct: Pretraining of Language Models for S...2022-05-21Code
3Deepstruct multi-task71.2NoDeepStruct: Pretraining of Language Models for S...2022-05-21Code
4SpanOIE [48]69.4NoA Survey on Neural Open Information Extraction: ...2022-05-24-
5SpanOIE68.65NoSpan Model for Open Information Extraction on Ac...2019-01-30Code
6LLaMA-2-70B w/ Selected Demo & Uncertainty65.8NoImproving Open Information Extraction with Large...2023-09-07-
7GPT-3.5-Turbo w/ Selected Demo & Uncertainty65.1NoImproving Open Information Extraction with Large...2023-09-07-
8RnnOIE [36]62NoA Survey on Neural Open Information Extraction: ...2022-05-24-
9OpenIE4 [26]60NoA Survey on Neural Open Information Extraction: ...2022-05-24-
10ClausIE [9]59NoA Survey on Neural Open Information Extraction: ...2022-05-24-
11LLaMA-2-13B w/ Selected Demo & Uncertainty36.9NoImproving Open Information Extraction with Large...2023-09-07-
12Deepstruct zero-shot28.1NoDeepStruct: Pretraining of Language Models for S...2022-05-21Code