Zero-shot Named Entity Recognition (NER) 벤치마크
Zero-shot Named Entity Recognition (NER) on CrossNER
AI
- 2023-04-17 — InstructUIE: AI 49.0
- 2023-10-05 — GoLLIE: AI 61.6
- 2024-02-23 — NuNERZero span: AI 61.7
| Rank | Model | AI | Literature | Music | Politics | Science | Extra Training Data | Paper | Code | Year |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | NuNERZero span | 61.7 | 64.9 | 69.9 | 71.7 | 65.4 | ✓ | NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated Data | Serega6678/NuNER | 2024 |
| 2 | GoLLIE | 61.6 | 62.7 | 68.4 | 60.2 | 56.3 | ✓ | GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction | hitz-zentroa/gollie | 2023 |
| 3 | InstructUIE | 49.0 | 47.2 | 53.2 | 48.2 | 49.3 | ✓ | InstructUIE: Multi-task Instruction Tuning for Unified Information Extraction | beyonderxx/instructuie | 2023 |
| 4 | ChatGPT | 40.7 | 21.3 | 24.5 | 20.3 | 40.6 | ✓ | PromptNER: Prompting For Named Entity Recognition | 2023 |