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SotA/Natural Language Processing/Relation Extraction/ACE 2005

Relation Extraction on ACE 2005

Metric: NER Micro F1 (higher is better)

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#Model↕NER Micro F1▼Extra DataPaperDate↕Code
1ASP+T5-3B91.3NoAutoregressive Structured Prediction with Langua...2022-10-26Code
2PL-Marker91.1NoPacked Levitated Marker for Entity and Relation ...2021-09-13Code
3Ours: cross-sentence ALB90.9NoA Frustratingly Easy Approach for Entity and Rel...2020-10-24Code
4MGE89.7No---
5Table-Sequence89.5NoTwo are Better than One: Joint Entity and Relati...2020-10-08Code
6PFN89NoA Partition Filter Network for Joint Entity and ...2021-08-27Code
7DYGIE++88.6YesEntity, Relation, and Event Extraction with Cont...2019-09-08Code
8DyGIE88.4YesA General Framework for Information Extraction u...2019-04-05Code
9TablERT88NoNamed Entity Recognition and Relation Extraction...2020-10-15Code
10TriMF87.61NoA Trigger-Sense Memory Flow Framework for Joint ...2021-01-25Code
11Hierarchical Multi-task87.5YesA Hierarchical Multi-task Approach for Learning ...2018-11-14Code
12Span-level85.98No---
13MRC4ERE++85.5No--Code
14Multi-turn QA84.8NoEntity-Relation Extraction as Multi-Turn Questio...2019-05-14Code
15GCN84.2No---
16MRT83.6No---
17Global83.6No---
18SPTree83.4NoEnd-to-End Relation Extraction using LSTMs on Se...2016-01-05Code
19Attention82.6No---
20Joint w/ Global80.8No---