ML Research Wiki / Benchmarks / Relation Extraction / ACE 2004

ACE 2004

Relation Extraction Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: RE+ Micro F1

Top Performing Models

Rank Model Paper RE+ Micro F1 Date Code
1 PL-Marker Packed Levitated Marker for Entity and Relation Extraction 90.40 2021-09-13 📦 tomaarsen/spanmarkerner 📦 thunlp/pl-marker
2 Ours: cross-sentence ALB A Frustratingly Easy Approach for Entity and Relation Extraction 90.30 2020-10-24 📦 princeton-nlp/PURE 📦 YaoXinZhi/BERT-for-BioNLP-OST2019-AGAC-Task2
3 PFN A Partition Filter Network for Joint Entity and Relation Extraction 89.30 2021-08-27 📦 Coopercoppers/PFN
4 Table-Sequence Two are Better than One: Joint Entity and Relation Extraction with Table-Sequence Encoders 88.60 2020-10-08 📦 LorrinWWW/two-are-better-than-one 📦 saarahasad/Relation-Extraction
5 DyGIE A General Framework for Information Extraction using Dynamic Span Graphs 87.40 2019-04-05 📦 luanyi/DyGIE 📦 tricktreat/trimf 📦 AndrewSukhobok95/DL_GraphEntity_project
6 Multi-turn QA Entity-Relation Extraction as Multi-Turn Question Answering 83.60 2019-05-14 📦 ShannonAI/Entity-Relation-As-Multi-Turn-QA
7 SPTree End-to-End Relation Extraction using LSTMs on Sequences and Tree Structures 81.80 2016-01-05 📦 tticoin/LSTM-ER 📦 Meet1995/Named-Entity-Recognition-And-Relationship-Linking
8 multi-head + AT Adversarial training for multi-context joint entity and relation extraction 81.64 2018-08-21 📦 bekou/multihead_joint_entity_relation_extraction
9 multi-head Joint entity recognition and relation extraction as a multi-head selection problem 81.16 2018-04-20 📦 bekou/multihead_joint_entity_relation_extraction 📦 mangonihao/MultiHeadJointEntityRelationExtraction_simple 📦 WindChimeRan/OpenJERE

All Papers (9)

tomaarsen/spanmarkerner thunlp/pl-marker
princeton-nlp/PURE YaoXinZhi/BERT-for-BioNLP-OST2019-AGAC-Task2
Coopercoppers/PFN
LorrinWWW/two-are-better-than-one saarahasad/Relation-Extraction
luanyi/DyGIE tricktreat/trimf AndrewSukhobok95/DL_GraphEntity_project
ShannonAI/Entity-Relation-As-Multi-Turn-QA
tticoin/LSTM-ER Meet1995/Named-Entity-Recognition-And-Relationship-Linking
bekou/multihead_joint_entity_relation_extraction
bekou/multihead_joint_entity_relation_extraction mangonihao/MultiHeadJointEntityRelationExtraction_simple