Instruction Tuning on Alpaca GPT4
75.43ReasoningADG
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ADGBackbone=Qwen2.5-7B, Selection Budget=10K2026.04 | 75.43 | 67.36 | 64.4 | 69.06 | |
| SCARBackbone=Qwen2.5-7B, Selection Budget=10K2026.04 | 75.22 | 66.41 | 59.78 | 67.1 | |
| MIGBackbone=Qwen2.5-7B, Selection Budget=10K2026.04 | 74.78 | 67.13 | 60.88 | 67.59 | |
| IFDBackbone=Qwen2.5-7B, Selection Budget=10K2026.04 | 73.54 | 66.38 | 61.79 | 67.24 | |
| SuperFilteringBackbone=Qwen2.5-7B, Selection Budget=10K2026.04 | 73.14 | 67.01 | 64 | 68.05 | |
| ZIPBackbone=Qwen2.5-7B, Selection Budget=10K2026.04 | 72.97 | 67.42 | 63.31 | 67.9 | |
| RethinkingBackbone=Qwen2.5-7B, Selection Budget=10K2026.04 | 72.93 | 66.79 | 60.78 | 66.83 | |
| RandomBackbone=Qwen2.5-7B, Selection Budget=10K2026.04 | 71.69 | 66.8 | 61.8 | 66.76 | |
| SelectITBackbone=Qwen2.5-7B, Selection Budget=10K2026.04 | 71.44 | 63.83 | 61.3 | 65.52 | |
| All DataBackbone=Qwen2.5-7B, Selection Budget=Full2026.04 | 69.46 | 65.38 | 57.23 | 64.02 | |
| ADGBackbone=LLaMA3-8B, Selection Budget=10K2026.04 | 50.11 | 60.31 | 42.14 | 50.85 | |
| SCARBackbone=LLaMA3-8B, Selection Budget=10K2026.04 | 48.1 | 59.99 | 35.87 | 47.99 | |
| SuperFilteringBackbone=LLaMA3-8B, Selection Budget=10K2026.04 | 46.8 | 58.46 | 42.93 | 49.39 | |
| All DataBackbone=LLaMA3-8B, Selection Budget=Full2026.04 | 45.95 | 57.63 | 37.87 | 47.15 | |
| RethinkingBackbone=LLaMA3-8B, Selection Budget=10K2026.04 | 44.69 | 58.3 | 38.2 | 47.06 | |
| ZIPBackbone=LLaMA3-8B, Selection Budget=10K2026.04 | 44.5 | 56.79 | 38.9 | 46.73 | |
| MIGBackbone=LLaMA3-8B, Selection Budget=10K2026.04 | 44.46 | 57.74 | 37.99 | 46.73 | |
| IFDBackbone=LLaMA3-8B, Selection Budget=10K2026.04 | 43.19 | 59.65 | 43.93 | 48.92 | |
| RandomBackbone=LLaMA3-8B, Selection Budget=10K2026.04 | 42.81 | 57.07 | 38.3 | 46.06 | |
| SelectITBackbone=LLaMA3-8B, Selection Budget=10K2026.04 | 42.28 | 56.23 | 37.57 | 45.36 |