OpenCodePapers

relation-extraction-on-webnlg

Relation Extraction
Dataset Link
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
PaperCodeF1NER Micro F1ModelNameReleaseDate
UniRel: Unified Representation and Interaction for Joint Relational Triple Extraction✓ Link94.7UniRel2022-11-16
A Partition Filter Network for Joint Entity and Relation Extraction✓ Link93.698.0PFN2021-08-27
Joint Entity and Relation Extraction with Set Prediction Networks✓ Link93.4SPN2020-11-03
TDEER: An Efficient Translating Decoding Schema for Joint Extraction of Entities and Relations✓ Link93.1TDEER
Representation Iterative Fusion based on Heterogeneous Graph Neural Network for Joint Entity and Relation Extraction✓ Link92.6RIFRE2021-05-08
TPLinker: Single-stage Joint Extraction of Entities and Relations Through Token Pair Linking✓ Link91.9TPLinker2020-10-26
A Novel Cascade Binary Tagging Framework for Relational Triple Extraction✓ Link91.8HBT (CasRel)2019-09-07
Recurrent Interaction Network for Jointly Extracting Entities and Classifying Relations90.1RIN (BERT, K=2)2020-05-01
Contrastive Triple Extraction with Generative Transformer83.4CGT(UniLM)2020-09-14
Joint Extraction of Entities and Relations Based on a Novel Decomposition Strategy✓ Link83.1ETL-Span2019-09-10
A Relation-Specific Attention Network for Joint Entity and Relation Extraction✓ Link82.1RSAN2020-07-01
CopyMTL: Copy Mechanism for Joint Extraction of Entities and Relations with Multi-Task Learning✓ Link60.5CopyRE' OneDecoder2019-11-24
Extracting Relational Facts by an End-to-End Neural Model with Copy Mechanism✓ Link37.1CopyRE MultiDecoder2018-07-01
Joint Extraction of Entities and Relations Based on a Novel Tagging Scheme✓ Link28.3NovelTagging2017-06-07