OpenCodePapers

relation-extraction-on-conll04

Relation Extraction
Dataset Link
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
PaperCodeRE+ Macro F1RE+ Micro F1NER Macro F1NER Micro F1RE+ Macro F1ModelNameReleaseDate
REBEL: Relation Extraction By End-to-end Language generation✓ Link76.6575.4REBEL2021-10-29
Two are Better than One: Joint Entity and Relation Extraction with Table-Sequence Encoders✓ Link75.473.686.990.1Table-Sequence2020-10-08
Span-based Joint Entity and Relation Extraction with Transformer Pre-training✓ Link72.8771.4786.2588.94SpERT2019-09-17
Deeper Task-Specificity Improves Joint Entity and Relation Extraction✓ Link72.6371.088789.78Deeper2020-02-15
End-to-end neural relation extraction using deep biaffine attention✓ Link64.486.2Biaffine attention2018-12-29
Neural Metric Learning for Fast End-to-End Relation Extraction62.2984.15Relation-Metric with AT2019-05-17
Joint entity recognition and relation extraction as a multi-head selection problem✓ Link62.0483.9multi-head2018-04-20
Adversarial training for multi-context joint entity and relation extraction✓ Link61.9583.6multi-head + AT2018-08-21
ReLiK: Retrieve and LinK, Fast and Accurate Entity Linking and Relation Extraction on an Academic Budget✓ Link78.1ReLiK-Large2024-07-31
Autoregressive Structured Prediction with Language Models✓ Link76.390.3ASP+T0-3B2022-10-26
Named Entity Recognition and Relation Extraction using Enhanced Table Filling by Contextualized Representations✓ Link72.690.2TablERT2020-10-15
Structured Prediction as Translation between Augmented Natural Languages✓ Link72.6TANL2021-01-14
A Trigger-Sense Memory Flow Framework for Joint Entity and Relation Extraction✓ Link72.3590.3TriMF2021-01-25
Entity-Relation Extraction as Multi-Turn Question Answering✓ Link68.987.8Multi-turn QA2019-05-14
End-to-End Neural Relation Extraction with Global Optimization67.885.6Global2017-09-01
Modeling Joint Entity and Relation Extraction with Table Representation6180.7Table Representation2014-10-01