ML Research Wiki / Benchmarks / Relation Extraction / NYT10-HRL

NYT10-HRL

Relation Extraction Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: F1

Top Performing Models

Rank Model Paper F1 Date Code
1 ReRe Revisiting the Negative Data of Distantly Supervised Relation Extraction 73.95 2021-05-21 📦 redreamality/RERE-relation-extraction
2 ReRe (exact) Revisiting the Negative Data of Distantly Supervised Relation Extraction 73.40 2021-05-21 📦 redreamality/RERE-relation-extraction
3 TPLinker TPLinker: Single-stage Joint Extraction of Entities and Relations Through Token Pair Linking 72.45 2020-10-26 📦 131250208/TPlinker-joint-extraction
4 TPLinker Wang et al. (2020)* Revisiting the Negative Data of Distantly Supervised Relation Extraction 72.45 2021-05-21 📦 redreamality/RERE-relation-extraction
5 TPLinker TPLinker: Single-stage Joint Extraction of Entities and Relations Through Token Pair Linking 71.93 2020-10-26 📦 131250208/TPlinker-joint-extraction
6 TPLinker Wang et al. (2020)*(exact) Revisiting the Negative Data of Distantly Supervised Relation Extraction 71.93 2021-05-21 📦 redreamality/RERE-relation-extraction
7 CasRel (exact) A Novel Cascade Binary Tagging Framework for Relational Triple Extraction 70.11 2019-09-07 📦 weizhepei/CasRel 📦 longlongman/CasRel-pytorch-reimplement 📦 Sherlock-coder/CasRel 📦 LitianD/Joint_RE 📦 prasad4fun/casrel-torch
8 CasRel (exact) Revisiting the Negative Data of Distantly Supervised Relation Extraction 70.11 2021-05-21 📦 redreamality/RERE-relation-extraction
9 HRL A Hierarchical Framework for Relation Extraction with Reinforcement Learning 64.40 2018-11-09 📦 truthless11/HRL-RE 📦 AndrewSukhobok95/DL_GraphEntity_project
10 HRL Takanobu et al. (2019) Revisiting the Negative Data of Distantly Supervised Relation Extraction 64.40 2021-05-21 📦 redreamality/RERE-relation-extraction

All Papers (10)