Data Selection on MedMCQA
57.4AccuracyCSA-Based
Evaluation Results
| Method | Links | |
|---|---|---|
| CSA-BasedModel=Qwen3-4B, Selection Budget=5%2026.05 | 57.4 | |
| CSA-BasedModel=Qwen3-4B, Selection Budget=20%2026.05 | 56.2 | |
| CSA-BasedModel=Qwen3-4B, Selection Budget=10%2026.05 | 55.8 | |
| Low LossModel=Qwen3-4B, Selection Budget=10%2026.05 | 51 | |
| Low LossModel=Qwen3-4B, Selection Budget=5%2026.05 | 49.4 | |
| Low LossModel=Qwen3-4B, Selection Budget=20%2026.05 | 48.6 | |
| Train on allModel=Qwen3-4B, Selection Budget=100%2026.05 | 47.6 | |
| CSA-BasedModel=Qwen3-1.7B, Selection Budget=10%2026.05 | 45.2 | |
| CSA-BasedModel=Qwen3-1.7B, Selection Budget=20%2026.05 | 44.8 | |
| RandomModel=Qwen3-1.7B, Selection Budget=10%2026.05 | 44.6 | |
| Dev SimilarityModel=Qwen3-4B, Selection Budget=10%2026.05 | 44.6 | |
| Train on allModel=Qwen3-1.7B, Selection Budget=100%2026.05 | 44.4 | |
| RandomModel=Qwen3-1.7B, Selection Budget=20%2026.05 | 43.8 | |
| Dev SimilarityModel=Qwen3-4B, Selection Budget=5%2026.05 | 43.4 | |
| CSA-BasedModel=Qwen3-1.7B, Selection Budget=5%2026.05 | 43 | |
| Low LossModel=Qwen3-1.7B, Selection Budget=10%2026.05 | 42.8 | |
| Eval onlyModel=Qwen3-4B, Selection Budget=0%2026.05 | 42.2 | |
| Low LossModel=Qwen3-1.7B, Selection Budget=20%2026.05 | 41.6 | |
| Low LossModel=Qwen3-1.7B, Selection Budget=5%2026.05 | 40.8 | |
| Eval onlyModel=Qwen3-1.7B, Selection Budget=0%2026.05 | 40 | |
| RandomModel=Qwen3-1.7B, Selection Budget=5%2026.05 | 40 | |
| Dev SimilarityModel=Qwen3-1.7B, Selection Budget=20%2026.05 | 39.8 | |
| Dev SimilarityModel=Qwen3-1.7B, Selection Budget=5%2026.05 | 39.6 | |
| RandomModel=Qwen3-4B, Selection Budget=5%2026.05 | 39.2 | |
| Dev SimilarityModel=Qwen3-1.7B, Selection Budget=10%2026.05 | 39 | |
| Dev SimilarityModel=Qwen3-4B, Selection Budget=20%2026.05 | 33.6 | |
| RandomModel=Qwen3-4B, Selection Budget=20%2026.05 | 32.6 | |
| RandomModel=Qwen3-4B, Selection Budget=10%2026.05 | 30.2 | |
| High LossModel=Qwen3-1.7B, Selection Budget=20%2026.05 | 27.4 | |
| High LossModel=Qwen3-1.7B, Selection Budget=5%2026.05 | 26.8 | |
| High LossModel=Qwen3-1.7B, Selection Budget=10%2026.05 | 26.4 | |
| High LossModel=Qwen3-4B, Selection Budget=5%2026.05 | 23.6 | |
| High LossModel=Qwen3-4B, Selection Budget=10%2026.05 | 20.4 | |
| High LossModel=Qwen3-4B, Selection Budget=20%2026.05 | 20.2 |