ML Research Wiki / Benchmarks / Named Entity Recognition (NER) / WNUT 2017

WNUT 2017

Named Entity Recognition (NER) Benchmark

Performance Over Time

📊 Showing 20 results | 📏 Metric: F1

Top Performing Models

Rank Model Paper F1 Date Code
1 CL-KL Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning 60.45 2021-05-08 📦 modelscope/adaseq 📦 modelscope/AdaSeq 📦 Alibaba-NLP/CLNER
2 RoBERTa + SubRegWeigh (K-means) SubRegWeigh: Effective and Efficient Annotation Weighing with Subword Regularization 60.29 2024-09-10 📦 4ldk/SubRegWeigh
3 BERT-CRF (Replicated in AdaSeq) Improving Named Entity Recognition by External Context Retrieving and Cooperative Learning 59.69 2021-05-08 📦 modelscope/adaseq 📦 modelscope/AdaSeq 📦 Alibaba-NLP/CLNER
4 RoBERTa-BiLSTM-context Supplementary Features of BiLSTM for Enhanced Sequence Labeling 59.61 2023-05-31 📦 conglei2xu/global-context-mechanism
5 BERT + RegLER Regularization for Long Named Entity Recognition 58.90 2021-04-15 📦 minstar/PMI
6 TNER -xlm-r-large T-NER: An All-Round Python Library for Transformer-based Named Entity Recognition 58.50 2022-09-09 📦 asahi417/tner
7 HGN Hero-Gang Neural Model For Named Entity Recognition 57.41 2022-05-15 📦 jinpeng01/hgn
8 ASA + RoBERTa Adversarial Self-Attention for Language Understanding 57.30 2022-06-25 📦 gingasan/adversarialsa
9 BERTweet BERTweet: A pre-trained language model for English Tweets 56.50 2020-05-20 📦 VinAIResearch/BERTweet 📦 cardiffnlp/tweeteval 📦 2024-MindSpore-1/Code2
10 MINER MINER: Improving Out-of-Vocabulary Named Entity Recognition from an Information Theoretic Perspective 54.86 2022-04-09 📦 beyonderxx/miner 📦 2023-MindSpore-4/Code16

All Papers (20)