Phenotype Concept Recognition on BIOC-GS (test)
84.25Precision (P)AutoPCR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AutoPCRMethod Category=Prompt-Based, LLM Backend=GPT-4o-mini2025.07 | 84.25 | 67.27 | 74.81 | 1 | |
| AutoPCRFTMethod Category=Prompt-Based, Fine-tuning=true2025.07 | 83.44 | 65.02 | 73.09 | — | |
| NCBOMethod Category=Dictionary-Based2025.07 | 82.2 | 45.63 | 58.69 | 8 | |
| REALMethod Category=Prompt-Based, LLM Backend=GPT-4o-mini2025.07 | 75.68 | 59.97 | 66.91 | 3 | |
| PhenoBERTMethod Category=Neural2025.07 | 74.77 | 53.71 | 62.51 | 6 | |
| OBOMethod Category=Dictionary-Based2025.07 | 71.94 | 42.67 | 53.57 | 10 | |
| PhenoTaggerMethod Category=Neural2025.07 | 71.12 | 65.73 | 68.32 | 2 | |
| PhenoTagger++Method Category=Neural2025.07 | 69.16 | 63.92 | 66.44 | 4 | |
| FastHPOCRMethod Category=Dictionary-Based2025.07 | 66.73 | 59.47 | 62.89 | 5 | |
| ClinPhenMethod Category=Dictionary-Based2025.07 | 64.64 | 50.91 | 56.96 | 9 | |
| NCRMethod Category=Neural2025.07 | 64.04 | 57.5 | 60.59 | 7 | |
| VanillaMethod Category=Prompt-Based, LLM Backend=GPT-4o-mini2025.07 | 2.91 | 2.31 | 2.57 | 11 |