Instruction Tuning on CoT
70.55Reasoning ScoreADG
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ADGBackbone=Qwen2.5-7B, Selection Budget=10K2026.04 | 70.55 | 59.4 | 58.17 | 62.71 | |
| IFDBackbone=Qwen2.5-7B, Selection Budget=10K2026.04 | 69.19 | 59.37 | 56.95 | 61.84 | |
| SuperFilteringBackbone=Qwen2.5-7B, Selection Budget=10K2026.04 | 68.43 | 59.95 | 55.14 | 61.17 | |
| RethinkingBackbone=Qwen2.5-7B, Selection Budget=10K2026.04 | 68.3 | 59.64 | 55.42 | 61.12 | |
| MIGBackbone=Qwen2.5-7B, Selection Budget=10K2026.04 | 67.9 | 59.24 | 56.03 | 61.05 | |
| ZIPBackbone=Qwen2.5-7B, Selection Budget=10K2026.04 | 66.9 | 58.62 | 56.67 | 60.73 | |
| SelectITBackbone=Qwen2.5-7B, Selection Budget=10K2026.04 | 66.46 | 58.89 | 54.54 | 59.96 | |
| RandomBackbone=Qwen2.5-7B, Selection Budget=10K2026.04 | 66.34 | 58.12 | 55.94 | 60.13 | |
| SCARBackbone=Qwen2.5-7B, Selection Budget=10K2026.04 | 66.05 | 57.25 | 56.55 | 59.95 | |
| All DataBackbone=Qwen2.5-7B, Selection Budget=Full2026.04 | 65.22 | 59.23 | 53.82 | 59.42 | |
| All DataBackbone=LLaMA3-8B, Selection Budget=Full2026.04 | 46.18 | 47.6 | 26.88 | 40.22 | |
| ADGBackbone=LLaMA3-8B, Selection Budget=10K2026.04 | 45.05 | 50.99 | 39.3 | 45.11 | |
| SuperFilteringBackbone=LLaMA3-8B, Selection Budget=10K2026.04 | 44.89 | 49.04 | 38.19 | 44.03 | |
| ZIPBackbone=LLaMA3-8B, Selection Budget=10K2026.04 | 43.6 | 51.37 | 33.64 | 42.87 | |
| MIGBackbone=LLaMA3-8B, Selection Budget=10K2026.04 | 42.94 | 49.63 | 35.05 | 42.54 | |
| RethinkingBackbone=LLaMA3-8B, Selection Budget=10K2026.04 | 42.53 | 50.22 | 32.71 | 41.82 | |
| SCARBackbone=LLaMA3-8B, Selection Budget=10K2026.04 | 40.77 | 48.75 | 29.07 | 39.53 | |
| RandomBackbone=LLaMA3-8B, Selection Budget=10K2026.04 | 39.58 | 47 | 29.38 | 38.65 | |
| IFDBackbone=LLaMA3-8B, Selection Budget=10K2026.04 | 37.09 | 56.63 | 39.19 | 44.3 | |
| SelectITBackbone=LLaMA3-8B, Selection Budget=10K2026.04 | 35.52 | 45.41 | 29.8 | 36.91 |