ML Research Wiki / Benchmarks / Open Information Extraction / OIE2016

OIE2016

Open Information Extraction Benchmark

Performance Over Time

📊 Showing 12 results | 📏 Metric: F1

Top Performing Models

Rank Model Paper F1 Date Code
1 DeepEx (zero-shot) 📚 Zero-Shot Information Extraction as a Unified Text-to-Triple Translation 72.60 2021-09-23 📦 cgraywang/deepex
2 DeepStruct multi-task w/ finetune DeepStruct: Pretraining of Language Models for Structure Prediction 71.30 2022-05-21 📦 cgraywang/deepstruct
3 Deepstruct multi-task DeepStruct: Pretraining of Language Models for Structure Prediction 71.20 2022-05-21 📦 cgraywang/deepstruct
4 SpanOIE [48] A Survey on Neural Open Information Extraction: Current Status and Future Directions 69.40 2022-05-24 -
5 SpanOIE Span Model for Open Information Extraction on Accurate Corpus 68.65 2019-01-30 📦 zhanjunlang/Span_OIE
6 LLaMA-2-70B w/ Selected Demo & Uncertainty Improving Open Information Extraction with Large Language Models: A Study on Demonstration Uncertainty 65.80 2023-09-07 -
7 GPT-3.5-Turbo w/ Selected Demo & Uncertainty Improving Open Information Extraction with Large Language Models: A Study on Demonstration Uncertainty 65.10 2023-09-07 -
8 RnnOIE [36] A Survey on Neural Open Information Extraction: Current Status and Future Directions 62.00 2022-05-24 -
9 OpenIE4 [26] A Survey on Neural Open Information Extraction: Current Status and Future Directions 60.00 2022-05-24 -
10 ClausIE [9] A Survey on Neural Open Information Extraction: Current Status and Future Directions 59.00 2022-05-24 -

All Papers (12)

cgraywang/deepex
cgraywang/deepstruct
cgraywang/deepstruct
zhanjunlang/Span_OIE
cgraywang/deepstruct