NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated Data

Benchmark Model Rank Results
few-shot-ner-on-few-nerd-interNuNER#25 way 1~2 shot: 67.37±0.315 way 5~10 shot: 73.50±0.09
few-shot-ner-on-few-nerd-intraNuNER#15 way 1~2 shot: 62.48±0.285 way 5~10 shot: 69.16±0.28
named-entity-recognition-ner-on-ncbi-diseaseNuNER Zero Span#25F1: 61.1
named-entity-recognition-ner-on-ontonotes-v5NuNER#16F1: 89.1Precision: 87.8Recall: 90.5
named-entity-recognition-on-few-nerd-supNuNER#3F1-Measure: 69.4Precision: 67.8Recall: 71.1
zero-shot-named-entity-recognition-ner-on-1NuNERZero span#1AI: 61.7Literature: 64.9Music: 69.9Politics: 71.7Science: 65.4