ML Research Wiki / Benchmarks / Relation Extraction / NYT11-HRL

NYT11-HRL

Relation Extraction Benchmark

Performance Over Time

📊 Showing 11 results | 📏 Metric: F1

Top Performing Models

Rank Model Paper F1 Date Code
1 RERE Revisiting the Negative Data of Distantly Supervised Relation Extraction 56.23 2021-05-21 📦 redreamality/RERE-relation-extraction
2 TPLinker TPLinker: Single-stage Joint Extraction of Entities and Relations Through Token Pair Linking 55.67 2020-10-26 📦 131250208/TPlinker-joint-extraction
3 ReRe (exact) Revisiting the Negative Data of Distantly Supervised Relation Extraction 55.47 2021-05-21 📦 redreamality/RERE-relation-extraction
4 TPLinker TPLinker: Single-stage Joint Extraction of Entities and Relations Through Token Pair Linking 55.28 2020-10-26 📦 131250208/TPlinker-joint-extraction
5 CasRel A Novel Cascade Binary Tagging Framework for Relational Triple Extraction 53.90 2019-09-07 📦 weizhepei/CasRel 📦 longlongman/CasRel-pytorch-reimplement 📦 Sherlock-coder/CasRel 📦 LitianD/Joint_RE 📦 prasad4fun/casrel-torch
6 HRL A Hierarchical Framework for Relation Extraction with Reinforcement Learning 53.80 2018-11-09 📦 truthless11/HRL-RE 📦 AndrewSukhobok95/DL_GraphEntity_project
7 HRL Revisiting the Negative Data of Distantly Supervised Relation Extraction 53.80 2021-05-21 📦 redreamality/RERE-relation-extraction
8 SPTree End-to-End Relation Extraction using LSTMs on Sequences and Tree Structures 53.10 2016-01-05 📦 tticoin/LSTM-ER 📦 Meet1995/Named-Entity-Recognition-And-Relationship-Linking
9 CasRel (exact) A Novel Cascade Binary Tagging Framework for Relational Triple Extraction 51.25 2019-09-07 📦 weizhepei/CasRel 📦 longlongman/CasRel-pytorch-reimplement 📦 Sherlock-coder/CasRel 📦 LitianD/Joint_RE 📦 prasad4fun/casrel-torch
10 NovelTagging Joint Extraction of Entities and Relations Based on a Novel Tagging Scheme 47.90 2017-06-07 📦 tonygsw/Joint-Extraction-of-Entities-and-Relations-Based-on-a-Novel-Tagging-Scheme 📦 kyzhouhzau/CCLNER

All Papers (11)

redreamality/RERE-relation-extraction
131250208/TPlinker-joint-extraction
redreamality/RERE-relation-extraction
131250208/TPlinker-joint-extraction
weizhepei/CasRel longlongman/CasRel-pytorch-reimplement
truthless11/HRL-RE AndrewSukhobok95/DL_GraphEntity_project
redreamality/RERE-relation-extraction
tticoin/LSTM-ER Meet1995/Named-Entity-Recognition-And-Relationship-Linking
weizhepei/CasRel longlongman/CasRel-pytorch-reimplement
tonygsw/Joint-Extraction-of-Entities-and-Relations-Based-on-a-Novel-Tagging-Scheme kyzhouhzau/CCLNER
shanzhenren/CoType ink-usc/request ellenmellon/ReQuest