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ResearchFormerly WizWand

Data Selection on MedMCQA

57.4AccuracyCSA-Based
18.71228.75638.848.844May 29, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CSA-BasedModel=Qwen3-4B, Selection Budget=5%2026.0557.4
CSA-BasedModel=Qwen3-4B, Selection Budget=20%2026.0556.2
CSA-BasedModel=Qwen3-4B, Selection Budget=10%2026.0555.8
Low LossModel=Qwen3-4B, Selection Budget=10%2026.0551
Low LossModel=Qwen3-4B, Selection Budget=5%2026.0549.4
Low LossModel=Qwen3-4B, Selection Budget=20%2026.0548.6
Train on allModel=Qwen3-4B, Selection Budget=100%2026.0547.6
CSA-BasedModel=Qwen3-1.7B, Selection Budget=10%2026.0545.2
CSA-BasedModel=Qwen3-1.7B, Selection Budget=20%2026.0544.8
RandomModel=Qwen3-1.7B, Selection Budget=10%2026.0544.6
Dev SimilarityModel=Qwen3-4B, Selection Budget=10%2026.0544.6
Train on allModel=Qwen3-1.7B, Selection Budget=100%2026.0544.4
RandomModel=Qwen3-1.7B, Selection Budget=20%2026.0543.8
Dev SimilarityModel=Qwen3-4B, Selection Budget=5%2026.0543.4
CSA-BasedModel=Qwen3-1.7B, Selection Budget=5%2026.0543
Low LossModel=Qwen3-1.7B, Selection Budget=10%2026.0542.8
Eval onlyModel=Qwen3-4B, Selection Budget=0%2026.0542.2
Low LossModel=Qwen3-1.7B, Selection Budget=20%2026.0541.6
Low LossModel=Qwen3-1.7B, Selection Budget=5%2026.0540.8
Eval onlyModel=Qwen3-1.7B, Selection Budget=0%2026.0540
RandomModel=Qwen3-1.7B, Selection Budget=5%2026.0540
Dev SimilarityModel=Qwen3-1.7B, Selection Budget=20%2026.0539.8
Dev SimilarityModel=Qwen3-1.7B, Selection Budget=5%2026.0539.6
RandomModel=Qwen3-4B, Selection Budget=5%2026.0539.2
Dev SimilarityModel=Qwen3-1.7B, Selection Budget=10%2026.0539
Dev SimilarityModel=Qwen3-4B, Selection Budget=20%2026.0533.6
RandomModel=Qwen3-4B, Selection Budget=20%2026.0532.6
RandomModel=Qwen3-4B, Selection Budget=10%2026.0530.2
High LossModel=Qwen3-1.7B, Selection Budget=20%2026.0527.4
High LossModel=Qwen3-1.7B, Selection Budget=5%2026.0526.8
High LossModel=Qwen3-1.7B, Selection Budget=10%2026.0526.4
High LossModel=Qwen3-4B, Selection Budget=5%2026.0523.6
High LossModel=Qwen3-4B, Selection Budget=10%2026.0520.4
High LossModel=Qwen3-4B, Selection Budget=20%2026.0520.2