Corpus Composition Inference on LLMScan Coarse-Grained 1.0 (test)
95.14Overlap AccuracyLLMSurgeon
Evaluation Results
| Method | Links | |
|---|---|---|
| LLMSurgeonTarget Model=LLaMA1-7B2026.05 | 95.14 | |
| LLMSurgeonTarget Model=OLMo-1B2026.05 | 94.46 | |
| LLMSurgeonTarget Model=LLaMA1-65B2026.05 | 94.26 | |
| LLMSurgeonTarget Model=Amber-13B2026.05 | 78.87 | |
| RecallTarget Model=OLMo-1B2026.05 | 48.05 | |
| GradNormTarget Model=LLaMA1-65B2026.05 | 46.52 | |
| NeighborTarget Model=OLMo-1B2026.05 | 41.74 | |
| RecallTarget Model=Amber-13B2026.05 | 41.55 | |
| RefTarget Model=Amber-13B2026.05 | 41.52 | |
| Joint-LogitTarget Model=Amber-13B2026.05 | 41.5 | |
| DUCITarget Model=Amber-13B2026.05 | 41.3 | |
| Min-K%++Target Model=Amber-13B2026.05 | 40.56 | |
| NeighborTarget Model=Amber-13B2026.05 | 40.31 | |
| LossTarget Model=Amber-13B2026.05 | 40.14 | |
| NeighborTarget Model=LLaMA1-7B2026.05 | 40.13 | |
| GradNormTarget Model=Amber-13B2026.05 | 39.41 | |
| DC-PDDTarget Model=Amber-13B2026.05 | 38.58 | |
| RefTarget Model=OLMo-1B2026.05 | 38.2 | |
| ZlibTarget Model=LLaMA1-65B2026.05 | 38.08 | |
| Min-K%Target Model=Amber-13B2026.05 | 36.81 | |
| ZlibTarget Model=Amber-13B2026.05 | 36.73 | |
| GradNormTarget Model=LLaMA1-7B2026.05 | 36.03 | |
| DC-PDDTarget Model=OLMo-1B2026.05 | 35.93 | |
| NeighborTarget Model=LLaMA1-65B2026.05 | 35.74 | |
| DUCITarget Model=LLaMA1-65B2026.05 | 35.27 | |
| DUCITarget Model=LLaMA1-7B2026.05 | 35.22 | |
| Joint-LogitTarget Model=OLMo-1B2026.05 | 35.2 | |
| DUCITarget Model=OLMo-1B2026.05 | 35.16 | |
| RefTarget Model=LLaMA1-7B2026.05 | 35.15 | |
| RefTarget Model=LLaMA1-65B2026.05 | 35.09 | |
| RecallTarget Model=LLaMA1-7B2026.05 | 35.08 | |
| RecallTarget Model=LLaMA1-65B2026.05 | 35.08 | |
| Joint-LogitTarget Model=LLaMA1-65B2026.05 | 35.05 | |
| Joint-LogitTarget Model=LLaMA1-7B2026.05 | 35.03 | |
| DC-PDDTarget Model=LLaMA1-65B2026.05 | 35.03 | |
| DC-PDDTarget Model=LLaMA1-7B2026.05 | 34.82 | |
| GradNormTarget Model=OLMo-1B2026.05 | 34.72 | |
| LossTarget Model=LLaMA1-65B2026.05 | 34.45 | |
| LossTarget Model=LLaMA1-7B2026.05 | 33.86 | |
| Min-K%++Target Model=LLaMA1-7B2026.05 | 32.65 | |
| Min-K%++Target Model=LLaMA1-65B2026.05 | 32.24 | |
| Min-K%++Target Model=OLMo-1B2026.05 | 30.99 | |
| Min-K%Target Model=OLMo-1B2026.05 | 30.84 | |
| LossTarget Model=OLMo-1B2026.05 | 29.74 | |
| ZlibTarget Model=OLMo-1B2026.05 | 29.3 | |
| Min-K%Target Model=LLaMA1-7B2026.05 | 28.12 | |
| ZlibTarget Model=LLaMA1-7B2026.05 | 28.11 | |
| Min-K%Target Model=LLaMA1-65B2026.05 | 23.41 |