notesum.ai
Published at December 3Keeping Experts in the Loop: Expert-Guided Optimization for Clinical Data Classification using Large Language Models
cs.AI
Released Date: December 3, 2024
Authors: Nader Karayanni1, Aya Awwad2, Chein-Lien Hsiao, Surish P Shanmugam2
Aff.: 1Columbia University; 2Harvard Medical School

| Macro F1-Score | Macro Precision | Macro Recall | Accuracy | |
|---|---|---|---|---|
| Human prompt | 0.735 | 0.753 | 0.865 | 0.730 |
| DSPy CoT classifier | 0.962 | 0.953 | 0.972 | 0.981 |
| DSPy Optimized | 0.980 | 0.982 | 0.978 | 0.991 |
| P1 | 0.973 | 0.961 | 0.988 | 0.988 |
| P2 | 0.986 | 0.981 | 0.990 | 0.995 |