ML Research Wiki / Benchmarks / Relation Extraction / Adverse Drug Events (ADE) Corpus

Adverse Drug Events (ADE) Corpus

Relation Extraction Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: RE+ Macro F1

Top Performing Models

Rank Model Paper RE+ Macro F1 Date Code
1 PFN (ALBERT XXL, average aggregation) An Information Extraction Study: Take In Mind the Tokenization! 91.50 2023-03-27 📦 christos42/inductive_bias_IE
2 PFN (ALBERT XXL, no aggregation) A Partition Filter Network for Joint Entity and Relation Extraction 91.30 2021-08-27 📦 Coopercoppers/PFN
3 Table-Sequence Two are Better than One: Joint Entity and Relation Extraction with Table-Sequence Encoders 89.70 2020-10-08 📦 LorrinWWW/two-are-better-than-one 📦 saarahasad/Relation-Extraction
4 Deeper Deeper Task-Specificity Improves Joint Entity and Relation Extraction 89.48 2020-02-15 📦 vedantc6/mtl-dts
5 SpERT (with overlap) Span-based Joint Entity and Relation Extraction with Transformer Pre-training 89.28 2019-09-17 📦 markus-eberts/spert 📦 lavis-nlp/spert 📦 yangyucheng000/Paper-3
6 SpERT (without overlap) Span-based Joint Entity and Relation Extraction with Transformer Pre-training 89.25 2019-09-17 📦 markus-eberts/spert 📦 lavis-nlp/spert 📦 yangyucheng000/Paper-3
7 CLDR + CLNER Imposing Relation Structure in Language-Model Embeddings Using Contrastive Learning 88.30 2021-09-02 📦 christos42/CLDR_CLNER_models
8 Relation-Metric Neural Metric Learning for Fast End-to-End Relation Extraction 87.02 2019-05-17 -
9 multi-head + AT Adversarial training for multi-context joint entity and relation extraction 86.73 2018-08-21 📦 bekou/multihead_joint_entity_relation_extraction
10 multi-head Joint entity recognition and relation extraction as a multi-head selection problem 86.40 2018-04-20 📦 bekou/multihead_joint_entity_relation_extraction 📦 mangonihao/MultiHeadJointEntityRelationExtraction_simple 📦 WindChimeRan/OpenJERE

All Papers (10)

christos42/inductive_bias_IE
Coopercoppers/PFN
LorrinWWW/two-are-better-than-one saarahasad/Relation-Extraction
vedantc6/mtl-dts
markus-eberts/spert lavis-nlp/spert yangyucheng000/Paper-3
markus-eberts/spert lavis-nlp/spert yangyucheng000/Paper-3
christos42/CLDR_CLNER_models
bekou/multihead_joint_entity_relation_extraction
bekou/multihead_joint_entity_relation_extraction mangonihao/MultiHeadJointEntityRelationExtraction_simple