Open Information Extraction On Oie2016

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	F1	Paper Title	Repository
LLaMA-2-70B w/ Selected Demo & Uncertainty	65.8	Improving Open Information Extraction with Large Language Models: A Study on Demonstration Uncertainty	-
RnnOIE [36]	62	A Survey on Neural Open Information Extraction: Current Status and Future Directions	-
ClausIE [9]	59	A Survey on Neural Open Information Extraction: Current Status and Future Directions	-
DeepEx (zero-shot)	72.6	Zero-Shot Information Extraction as a Unified Text-to-Triple Translation
SpanOIE	68.65	Span Model for Open Information Extraction on Accurate Corpus
Deepstruct zero-shot	28.1	DeepStruct: Pretraining of Language Models for Structure Prediction
GPT-3.5-Turbo w/ Selected Demo & Uncertainty	65.1	Improving Open Information Extraction with Large Language Models: A Study on Demonstration Uncertainty	-
DeepStruct multi-task w/ finetune	71.3	DeepStruct: Pretraining of Language Models for Structure Prediction
LLaMA-2-13B w/ Selected Demo & Uncertainty	36.9	Improving Open Information Extraction with Large Language Models: A Study on Demonstration Uncertainty	-
Deepstruct multi-task	71.2	DeepStruct: Pretraining of Language Models for Structure Prediction
OpenIE4 [26]	60	A Survey on Neural Open Information Extraction: Current Status and Future Directions	-
SpanOIE [48]	69.4	A Survey on Neural Open Information Extraction: Current Status and Future Directions	-

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