ML Research Wiki / Benchmarks / Named Entity Recognition (NER) / ACE 2005

ACE 2005

Named Entity Recognition (NER) Benchmark

Performance Over Time

📊 Showing 19 results | 📏 Metric: F1

Top Performing Models

Rank Model Paper F1 Date Code
1 Ours: cross-sentence ALB A Frustratingly Easy Approach for Entity and Relation Extraction 90.90 2020-10-24 📦 princeton-nlp/PURE 📦 YaoXinZhi/BERT-for-BioNLP-OST2019-AGAC-Task2
2 GoLLIE 📚 GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction 89.60 2023-10-05 📦 hitz-zentroa/gollie
3 PromptNER [RoBERTa-large] PromptNER: Prompt Locating and Typing for Named Entity Recognition 88.26 2023-05-26 📦 tricktreat/promptner
4 PIQN Parallel Instance Query Network for Named Entity Recognition 87.42 2022-03-20 📦 tricktreat/piqn
5 PromptNER [BERT-large] PromptNER: Prompt Locating and Typing for Named Entity Recognition 87.21 2023-05-26 📦 tricktreat/promptner
6 DiffusionNER DiffusionNER: Boundary Diffusion for Named Entity Recognition 86.93 2023-05-22 📦 tricktreat/diffusionner 📦 microsoft/CyBERTron-LM 📦 MindSpore-scientific/code-12
7 BERT-MRC 📚 A Unified MRC Framework for Named Entity Recognition 86.88 2019-10-25 📦 ShannonAI/mrc-for-flat-nested-ner 📦 ShannonAI/dice_loss_for_NLP 📦 shuhewang1998/gpt-ner
8 UniNER-7B UniversalNER: Targeted Distillation from Large Language Models for Open Named Entity Recognition 86.69 2023-08-07 📦 universal-ner/universal-ner 📦 emma1066/retrieval-augmented-it-openner
9 Locate and Label Locate and Label: A Two-stage Identifier for Nested Named Entity Recognition 86.67 2021-05-14 📦 tricktreat/locate-and-label
10 BoningKnife BoningKnife: Joint Entity Mention Detection and Typing for Nested NER via prior Boundary Knowledge 85.46 2021-07-20 -

All Papers (19)