ML Research Wiki / Benchmarks / Relation Extraction / SemEval-2010 Task-8

SemEval-2010 Task-8

Relation Extraction Benchmark

Performance Over Time

📊 Showing 22 results | 📏 Metric: F1

Top Performing Models

Rank Model Paper F1 Date Code
1 SP Relation Classification as Two-way Span-Prediction 91.90 2020-10-09 -
2 REDN Downstream Model Design of Pre-trained Language Model for Relation Extraction Task 91.00 2020-04-08 📦 slczgwh/REDN
3 SPOT SPOT: Knowledge-Enhanced Language Representations for Information Extraction 90.60 2022-08-20 -
4 KLG Reviewing Labels: Label Graph Network with Top-k Prediction Set for Relation Extraction 90.50 2022-12-29 -
5 RELA Sequence Generation with Label Augmentation for Relation Extraction 90.40 2022-12-29 📦 pkuserc/rela
6 Skeleton-Aware BERT Enhancing Relation Extraction Using Syntactic Indicators and Sentential Contexts 90.36 2019-12-04 📦 taoqiongxing/Enhancing-Relation-Extraction-using-Syntactic-Indicators-and-Sentential-Contexts
7 KnowPrompt KnowPrompt: Knowledge-aware Prompt-tuning with Synergistic Optimization for Relation Extraction 90.30 2021-04-15 📦 zjunlp/KnowPrompt
8 LUKE SPOT: Knowledge-Enhanced Language Representations for Information Extraction 90.30 2022-08-20 -
9 BERTEM+MTB Matching the Blanks: Distributional Similarity for Relation Learning 89.50 2019-06-07 📦 plkmo/BERT-Relation-Extraction 📦 diffbot/knowledge-net 📦 uf-hobi-informatics-lab/ClinicalTransformerRelationExtraction
10 BERT SPOT: Knowledge-Enhanced Language Representations for Information Extraction 89.40 2022-08-20 -

All Papers (22)