Named Entity Recognition on VAERS
84.6PrecisionBioClinicalBERT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BioClinicalBERTBackbone=supervised learning2025.11 | 84.6 | 76.1 | 80.2 | |
| OEMABackbone=gemini-2.5-flash2025.11 | 72.3 | 82.8 | 77.2 | |
| BioClinicalBERTBackbone=supervised learning2025.11 | 69.8 | 64 | 66.8 | |
| OEMABackbone=gpt-3.5-turbo2025.11 | 65.3 | 69.8 | 67.5 | |
| CRFBackbone=supervised learning2025.11 | 60.9 | 76.4 | 67.8 | |
| OEMABackbone=gemini-2.5-flash2025.11 | 53.3 | 61 | 56.9 | |
| IILLMBackbone=gemini-2.5-flash2025.11 | 49.5 | 58.4 | 53.6 | |
| SILLMBackbone=gemini-2.5-flash2025.11 | 48.1 | 51.6 | 49.8 | |
| VanillaBackbone=gemini-2.5-flash2025.11 | 48 | 49.2 | 48.6 | |
| CRFBackbone=supervised learning2025.11 | 47.3 | 59.1 | 52.5 | |
| OEMABackbone=gpt-3.5-turbo2025.11 | 46.4 | 49.6 | 48 | |
| IILLMBackbone=gpt-3.5-turbo2025.11 | 44.7 | 23 | 30.3 | |
| SILLMBackbone=gpt-3.5-turbo2025.11 | 39.1 | 36.7 | 37.9 | |
| VanillaBackbone=gpt-3.5-turbo2025.11 | 36.4 | 29.6 | 32.7 |