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SotA/Natural Language Processing/Relation Extraction/Adverse Drug Events (ADE) Corpus

Relation Extraction on Adverse Drug Events (ADE) Corpus

Metric: NER Macro F1 (higher is better)

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#Model↕NER Macro F1▼Extra DataPaperDate↕Code
1PFN (ALBERT XXL, average aggregation)91.5NoAn Information Extraction Study: Take In Mind th...2023-03-27Code
2PFN (ALBERT XXL, no aggregation)91.3NoA Partition Filter Network for Joint Entity and ...2021-08-27Code
3SpERT.PL (with overlap and BioBERT)91.17No--Code
4SpERT.PL (without overlap and BioBERT)91.14No--Code
5Table-Sequence89.7NoTwo are Better than One: Joint Entity and Relati...2020-10-08Code
6Deeper89.48NoDeeper Task-Specificity Improves Joint Entity an...2020-02-15Code
7CMAN89.4No---
8SpERT (with overlap)89.28NoSpan-based Joint Entity and Relation Extraction ...2019-09-17Code
9SpERT (without overlap)89.25NoSpan-based Joint Entity and Relation Extraction ...2019-09-17Code
10CLDR + CLNER88.3NoImposing Relation Structure in Language-Model Em...2021-09-02Code
11Relation-Metric87.02NoNeural Metric Learning for Fast End-to-End Relat...2019-05-17-
12multi-head + AT86.73NoAdversarial training for multi-context joint ent...2018-08-21Code
13multi-head86.4NoJoint entity recognition and relation extraction...2018-04-20Code