ML Research Wiki / Benchmarks / Named Entity Recognition (NER) / GENIA

GENIA

Named Entity Recognition (NER) Benchmark

Performance Over Time

📊 Showing 12 results | 📏 Metric: F1

Top Performing Models

Rank Model Paper F1 Date Code
1 DeepStruct multi-task w/ finetune DeepStruct: Pretraining of Language Models for Structure Prediction 80.80 2022-05-21 📦 cgraywang/deepstruct
2 Biaffine-NER Named Entity Recognition as Dependency Parsing 80.50 2020-05-14 📦 juntaoy/biaffine-ner
3 DeepStruct multi-task DeepStruct: Pretraining of Language Models for Structure Prediction 80.20 2022-05-21 📦 cgraywang/deepstruct
4 seq2seq+BERT+Flair Neural Architectures for Nested NER through Linearization 78.31 2019-08-19 📦 ufal/acl2019_nested_ner
5 UniNER-7B UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity Recognition 77.54 2023-08-07 📦 universal-ner/universal-ner 📦 emma1066/retrieval-augmented-it-openner
6 Second-best learning and decoding + BERT + Flair Nested Named Entity Recognition via Second-best Sequence Learning and Decoding 77.36 2019-09-05 📦 yahshibu/nested-ner-tacl2020-transformers 📦 yahshibu/nested-ner-tacl2020 📦 yahshibu/nested-ner-tacl2020-flair
7 Second-best learning and decoding Nested Named Entity Recognition via Second-best Sequence Learning and Decoding 77.19 2019-09-05 📦 yahshibu/nested-ner-tacl2020-transformers 📦 yahshibu/nested-ner-tacl2020 📦 yahshibu/nested-ner-tacl2020-flair
8 BiFlaG Bipartite Flat-Graph Network for Nested Named Entity Recognition 76.00 2020-05-01 📦 cslydia/BiFlaG
9 Neural segmental hypergraphs Neural Segmental Hypergraphs for Overlapping Mention Recognition 75.10 2018-10-03 📦 berlino/overlapping-ner-em18
10 Anchor-Region Networks Sequence-to-Nuggets: Nested Entity Mention Detection via Anchor-Region Networks 74.80 2019-06-10 📦 sanmusunrise/ARNs

All Papers (12)

cgraywang/deepstruct
juntaoy/biaffine-ner
cgraywang/deepstruct
ufal/acl2019_nested_ner
universal-ner/universal-ner emma1066/retrieval-augmented-it-openner

Nested Named Entity Recognition via Second-best Sequence Learning and Decoding

2019
Second-best learning and decoding + BERT + Flair
yahshibu/nested-ner-tacl2020-transformers yahshibu/nested-ner-tacl2020 yahshibu/nested-ner-tacl2020-flair
yahshibu/nested-ner-tacl2020-transformers yahshibu/nested-ner-tacl2020 yahshibu/nested-ner-tacl2020-flair
cslydia/BiFlaG
berlino/overlapping-ner-em18
sanmusunrise/ARNs
berlino/nest-trans-em18
cgraywang/deepstruct