ML Research Wiki / Benchmarks / Relation Extraction / CoNLL04

CoNLL04

Relation Extraction Benchmark

Performance Over Time

📊 Showing 13 results | 📏 Metric: RE+ Macro F1

Top Performing Models

Rank Model Paper RE+ Macro F1 Date Code
1 Biaffine attention End-to-end neural relation extraction using deep biaffine attention 86.20 2018-12-29 📦 datquocnguyen/jointRE
2 Relation-Metric with AT Neural Metric Learning for Fast End-to-End Relation Extraction 84.15 2019-05-17 -
3 multi-head Joint entity recognition and relation extraction as a multi-head selection problem 83.90 2018-04-20 📦 bekou/multihead_joint_entity_relation_extraction 📦 mangonihao/MultiHeadJointEntityRelationExtraction_simple 📦 WindChimeRan/OpenJERE
4 multi-head + AT Adversarial training for multi-context joint entity and relation extraction 83.60 2018-08-21 📦 bekou/multihead_joint_entity_relation_extraction
5 ReLiK-Large ReLiK: Retrieve and LinK, Fast and Accurate Entity Linking and Relation Extraction on an Academic Budget 78.10 2024-07-31 📦 SapienzaNLP/relik 📦 RadeenXALNW/G-RAG_1.0
6 ASP+T0-3B Autoregressive Structured Prediction with Language Models 76.30 2022-10-26 📦 lyutyuh/asp
7 Table-Sequence Two are Better than One: Joint Entity and Relation Extraction with Table-Sequence Encoders 73.60 2020-10-08 📦 LorrinWWW/two-are-better-than-one 📦 saarahasad/Relation-Extraction
8 TablERT Named Entity Recognition and Relation Extraction using Enhanced Table Filling by Contextualized Representations 72.60 2020-10-15 📦 YoumiMa/TablERT
9 TANL Structured Prediction as Translation between Augmented Natural Languages 72.60 2021-01-14 📦 amazon-science/tanl 📦 amazon-research/tanl
10 TriMF A Trigger-Sense Memory Flow Framework for Joint Entity and Relation Extraction 72.35 2021-01-25 📦 tricktreat/trimf

All Papers (13)

datquocnguyen/jointRE
bekou/multihead_joint_entity_relation_extraction mangonihao/MultiHeadJointEntityRelationExtraction_simple
bekou/multihead_joint_entity_relation_extraction
SapienzaNLP/relik RadeenXALNW/G-RAG_1.0
lyutyuh/asp
LorrinWWW/two-are-better-than-one saarahasad/Relation-Extraction
YoumiMa/TablERT
amazon-science/tanl amazon-research/tanl
tricktreat/trimf
markus-eberts/spert lavis-nlp/spert yangyucheng000/Paper-3
vedantc6/mtl-dts
ShannonAI/Entity-Relation-As-Multi-Turn-QA