ML Research Wiki / Benchmarks / Relation Extraction / WebNLG

WebNLG

Relation Extraction Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: F1

Top Performing Models

Rank Model Paper F1 Date Code
1 UniRel UniRel: Unified Representation and Interaction for Joint Relational Triple Extraction 94.70 2022-11-16 📦 wtangdev/unirel
2 PFN A Partition Filter Network for Joint Entity and Relation Extraction 93.60 2021-08-27 📦 Coopercoppers/PFN
3 SPN Joint Entity and Relation Extraction with Set Prediction Networks 93.40 2020-11-03 📦 DianboWork/SPN4RE
4 TPLinker TPLinker: Single-stage Joint Extraction of Entities and Relations Through Token Pair Linking 91.90 2020-10-26 📦 131250208/TPlinker-joint-extraction
5 HBT (CasRel) A Novel Cascade Binary Tagging Framework for Relational Triple Extraction 91.80 2019-09-07 📦 weizhepei/CasRel 📦 longlongman/CasRel-pytorch-reimplement 📦 Sherlock-coder/CasRel 📦 LitianD/Joint_RE 📦 prasad4fun/casrel-torch
6 RIN (BERT, K=2) Recurrent Interaction Network for Jointly Extracting Entities and Classifying Relations 90.10 2020-05-01 -
7 CGT(UniLM) Contrastive Triple Extraction with Generative Transformer 83.40 2020-09-14 -
8 ETL-Span Joint Extraction of Entities and Relations Based on a Novel Decomposition Strategy 83.10 2019-09-10 📦 yubowen-ph/JointER
9 CopyRE' OneDecoder CopyMTL: Copy Mechanism for Joint Extraction of Entities and Relations with Multi-Task Learning 60.50 2019-11-24 📦 WindChimeRan/CopyMTL 📦 WindChimeRan/OpenJERE
10 NovelTagging Joint Extraction of Entities and Relations Based on a Novel Tagging Scheme 28.30 2017-06-07 📦 tonygsw/Joint-Extraction-of-Entities-and-Relations-Based-on-a-Novel-Tagging-Scheme 📦 kyzhouhzau/CCLNER

All Papers (10)

wtangdev/unirel
Coopercoppers/PFN
DianboWork/SPN4RE
131250208/TPlinker-joint-extraction
weizhepei/CasRel longlongman/CasRel-pytorch-reimplement
yubowen-ph/JointER
WindChimeRan/CopyMTL WindChimeRan/OpenJERE
tonygsw/Joint-Extraction-of-Entities-and-Relations-Based-on-a-Novel-Tagging-Scheme kyzhouhzau/CCLNER