Instruction Tuning on MMLU
74MMLU ScoreFull Data
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Full DataModel=Qwen-2.5-7B-Instruct, Selection Ratio=100%, Cost (h)=32.82026.05 | 74 | 70.1 | — | |
| PODSModel=Qwen-2.5-7B-Instruct, Selection Ratio=50%, Cost (h)=16.9, Speedup=1.9×2026.05 | 74 | 70.1 | 0 | |
| PODSModel=LLaMA-3.2-3B, Selection Ratio=50%, Cost (h)=9.0, Speedup=2.0×2026.05 | 56 | 52.2 | 0 | |
| Full DataModel=LLaMA-3.2-3B, Selection Ratio=100%, Cost (h)=17.62026.05 | 55.9 | 52.2 | — |