Model Fingerprinting Robustness Evaluation on Pruning Robustness Evaluation Dataset
1Similarity ScoreATTNDIFF
Evaluation results
| Method | Links | |
|---|---|---|
| ATTNDIFFPruning Criterion=L1 pruning, Sparsity Level=5%, Backbone=Qwen2.5-7B2026.04 | 1 | |
| PCSPruning Criterion=Taylor pruning, Sparsity Level=5%, Backbone=Llama-2-7B2026.04 | 1 | |
| PCSPruning Criterion=Taylor pruning, Sparsity Level=10%, Backbone=Llama-2-7B2026.04 | 1 | |
| ATTNDIFFPruning Criterion=Taylor pruning, Sparsity Level=5%, Backbone=Llama-2-7B2026.04 | 1 | |
| ATTNDIFFPruning Criterion=Taylor pruning, Sparsity Level=5%, Backbone=Qwen2.5-7B2026.04 | 1 | |
| LogitsPruning Criterion=Random pruning, Sparsity Level=5%, Backbone=Qwen2.5-7B2026.04 | 0.9999 | |
| PCSPruning Criterion=L1 pruning, Sparsity Level=5%, Backbone=Llama-2-7B2026.04 | 0.9999 | |
| PCSPruning Criterion=L1 pruning, Sparsity Level=5%, Backbone=Qwen2.5-7B2026.04 | 0.9999 | |
| ICSPruning Criterion=L1 pruning, Sparsity Level=5%, Backbone=Llama-2-7B2026.04 | 0.9999 | |
| ICSPruning Criterion=L1 pruning, Sparsity Level=5%, Backbone=Qwen2.5-7B2026.04 | 0.9999 | |
| ATTNDIFFPruning Criterion=L1 pruning, Sparsity Level=5%, Backbone=Llama-2-7B2026.04 | 0.9999 | |
| PCSPruning Criterion=Taylor pruning, Sparsity Level=5%, Backbone=Qwen2.5-7B2026.04 | 0.9999 | |
| PCSPruning Criterion=Taylor pruning, Sparsity Level=10%, Backbone=Qwen2.5-7B2026.04 | 0.9999 | |
| PCSPruning Criterion=Taylor pruning, Sparsity Level=20%, Backbone=Llama-2-7B2026.04 | 0.9999 | |
| PCSPruning Criterion=Taylor pruning, Sparsity Level=20%, Backbone=Qwen2.5-7B2026.04 | 0.9999 | |
| ICSPruning Criterion=Taylor pruning, Sparsity Level=5%, Backbone=Llama-2-7B2026.04 | 0.9999 | |
| ICSPruning Criterion=Taylor pruning, Sparsity Level=5%, Backbone=Qwen2.5-7B2026.04 | 0.9999 | |
| ATTNDIFFPruning Criterion=Taylor pruning, Sparsity Level=10%, Backbone=Llama-2-7B2026.04 | 0.9999 | |
| ATTNDIFFPruning Criterion=L1 pruning, Sparsity Level=10%, Backbone=Llama-2-7B2026.04 | 0.9998 | |
| ATTNDIFFPruning Criterion=L1 pruning, Sparsity Level=10%, Backbone=Qwen2.5-7B2026.04 | 0.9998 | |
| LogitsPruning Criterion=Taylor pruning, Sparsity Level=5%, Backbone=Qwen2.5-7B2026.04 | 0.9998 | |
| ATTNDIFFPruning Criterion=Taylor pruning, Sparsity Level=10%, Backbone=Qwen2.5-7B2026.04 | 0.9998 | |
| ICSPruning Criterion=L1 pruning, Sparsity Level=10%, Backbone=Qwen2.5-7B2026.04 | 0.9997 | |
| ICSPruning Criterion=Taylor pruning, Sparsity Level=10%, Backbone=Qwen2.5-7B2026.04 | 0.9997 | |
| ATTNDIFFPruning Criterion=Taylor pruning, Sparsity Level=20%, Backbone=Llama-2-7B2026.04 | 0.9997 | |
| PCSPruning Criterion=L1 pruning, Sparsity Level=10%, Backbone=Qwen2.5-7B2026.04 | 0.9996 | |
| ATTNDIFFPruning Criterion=Random pruning, Sparsity Level=5%, Backbone=Llama-2-7B2026.04 | 0.9995 | |
| PCSPruning Criterion=L1 pruning, Sparsity Level=10%, Backbone=Llama-2-7B2026.04 | 0.9994 | |
| ATTNDIFFPruning Criterion=Taylor pruning, Sparsity Level=20%, Backbone=Qwen2.5-7B2026.04 | 0.9994 | |
| ICSPruning Criterion=L1 pruning, Sparsity Level=10%, Backbone=Llama-2-7B2026.04 | 0.9991 | |
| ICSPruning Criterion=Taylor pruning, Sparsity Level=10%, Backbone=Llama-2-7B2026.04 | 0.9991 | |
| PCSPruning Criterion=L1 pruning, Sparsity Level=20%, Backbone=Qwen2.5-7B2026.04 | 0.999 | |
| LogitsPruning Criterion=L1 pruning, Sparsity Level=5%, Backbone=Qwen2.5-7B2026.04 | 0.9988 | |
| ATTNDIFFPruning Criterion=Random pruning, Sparsity Level=10%, Backbone=Llama-2-7B2026.04 | 0.9986 | |
| ATTNDIFFPruning Criterion=L1 pruning, Sparsity Level=20%, Backbone=Llama-2-7B2026.04 | 0.9986 | |
| LogitsPruning Criterion=Taylor pruning, Sparsity Level=10%, Backbone=Qwen2.5-7B2026.04 | 0.9985 | |
| PCSPruning Criterion=L1 pruning, Sparsity Level=20%, Backbone=Llama-2-7B2026.04 | 0.9982 | |
| LogitsPruning Criterion=L1 pruning, Sparsity Level=5%, Backbone=Llama-2-7B2026.04 | 0.998 | |
| ATTNDIFFPruning Criterion=L1 pruning, Sparsity Level=20%, Backbone=Qwen2.5-7B2026.04 | 0.9977 | |
| ICSPruning Criterion=Taylor pruning, Sparsity Level=20%, Backbone=Qwen2.5-7B2026.04 | 0.9977 | |
| ICSPruning Criterion=L1 pruning, Sparsity Level=20%, Backbone=Qwen2.5-7B2026.04 | 0.9976 | |
| ATTNDIFFPruning Criterion=Random pruning, Sparsity Level=20%, Backbone=Llama-2-7B2026.04 | 0.9964 | |
| ATTNDIFFPruning Criterion=Random pruning, Sparsity Level=5%, Backbone=Qwen2.5-7B2026.04 | 0.9958 | |
| LogitsPruning Criterion=L1 pruning, Sparsity Level=10%, Backbone=Llama-2-7B2026.04 | 0.9949 | |
| ATTNDIFFPruning Criterion=Random pruning, Sparsity Level=10%, Backbone=Qwen2.5-7B2026.04 | 0.9933 | |
| LogitsPruning Criterion=Taylor pruning, Sparsity Level=5%, Backbone=Llama-2-7B2026.04 | 0.9933 | |
| ICSPruning Criterion=L1 pruning, Sparsity Level=20%, Backbone=Llama-2-7B2026.04 | 0.9929 | |
| ICSPruning Criterion=Taylor pruning, Sparsity Level=20%, Backbone=Llama-2-7B2026.04 | 0.9929 | |
| LogitsPruning Criterion=Random pruning, Sparsity Level=10%, Backbone=Qwen2.5-7B2026.04 | 0.9928 | |
| LogitsPruning Criterion=Random pruning, Sparsity Level=5%, Backbone=Llama-2-7B2026.04 | 0.9923 | |
| LogitsPruning Criterion=L1 pruning, Sparsity Level=20%, Backbone=Llama-2-7B2026.04 | 0.9902 | |
| LogitsPruning Criterion=Taylor pruning, Sparsity Level=10%, Backbone=Llama-2-7B2026.04 | 0.99 | |
| LogitsPruning Criterion=Taylor pruning, Sparsity Level=20%, Backbone=Llama-2-7B2026.04 | 0.99 | |
| LogitsPruning Criterion=Taylor pruning, Sparsity Level=20%, Backbone=Qwen2.5-7B2026.04 | 0.9897 | |
| REEFPruning Criterion=Taylor pruning, Sparsity Level=5%, Backbone=Llama-2-7B2026.04 | 0.9895 | |
| PCSPruning Criterion=Random pruning, Sparsity Level=5%, Backbone=Llama-2-7B2026.04 | 0.9878 | |
| LogitsPruning Criterion=Random pruning, Sparsity Level=10%, Backbone=Llama-2-7B2026.04 | 0.9875 | |
| LogitsPruning Criterion=L1 pruning, Sparsity Level=10%, Backbone=Qwen2.5-7B2026.04 | 0.9874 | |
| PCSPruning Criterion=Random pruning, Sparsity Level=5%, Backbone=Qwen2.5-7B2026.04 | 0.9869 | |
| LogitsPruning Criterion=Random pruning, Sparsity Level=20%, Backbone=Llama-2-7B2026.04 | 0.9839 | |
| LogitsPruning Criterion=Random pruning, Sparsity Level=20%, Backbone=Qwen2.5-7B2026.04 | 0.9832 | |
| LogitsPruning Criterion=L1 pruning, Sparsity Level=20%, Backbone=Qwen2.5-7B2026.04 | 0.9832 | |
| ATTNDIFFPruning Criterion=Random pruning, Sparsity Level=20%, Backbone=Qwen2.5-7B2026.04 | 0.982 | |
| REEFPruning Criterion=Taylor pruning, Sparsity Level=5%, Backbone=Qwen2.5-7B2026.04 | 0.9813 | |
| REEFPruning Criterion=Taylor pruning, Sparsity Level=10%, Backbone=Qwen2.5-7B2026.04 | 0.9772 | |
| PCSPruning Criterion=Random pruning, Sparsity Level=10%, Backbone=Llama-2-7B2026.04 | 0.975 | |
| PCSPruning Criterion=Random pruning, Sparsity Level=10%, Backbone=Qwen2.5-7B2026.04 | 0.9738 | |
| REEFPruning Criterion=Taylor pruning, Sparsity Level=10%, Backbone=Llama-2-7B2026.04 | 0.9711 | |
| REEFPruning Criterion=Taylor pruning, Sparsity Level=20%, Backbone=Llama-2-7B2026.04 | 0.9701 | |
| REEFPruning Criterion=Taylor pruning, Sparsity Level=20%, Backbone=Qwen2.5-7B2026.04 | 0.9639 | |
| LLMmapPruning Criterion=Taylor pruning, Sparsity Level=10%, Backbone=Qwen2.5-7B2026.04 | 0.9585 | |
| LLMmapPruning Criterion=L1 pruning, Sparsity Level=10%, Backbone=Qwen2.5-7B2026.04 | 0.9584 | |
| ICSPruning Criterion=Random pruning, Sparsity Level=5%, Backbone=Qwen2.5-7B2026.04 | 0.9502 | |
| PCSPruning Criterion=Random pruning, Sparsity Level=20%, Backbone=Llama-2-7B2026.04 | 0.9497 | |
| PCSPruning Criterion=Random pruning, Sparsity Level=20%, Backbone=Qwen2.5-7B2026.04 | 0.9468 | |
| LLMmapPruning Criterion=Random pruning, Sparsity Level=5%, Backbone=Llama-2-7B2026.04 | 0.9422 | |
| LLMmapPruning Criterion=L1 pruning, Sparsity Level=5%, Backbone=Llama-2-7B2026.04 | 0.9329 | |
| LLMmapPruning Criterion=Taylor pruning, Sparsity Level=5%, Backbone=Llama-2-7B2026.04 | 0.9329 | |
| ICSPruning Criterion=Random pruning, Sparsity Level=5%, Backbone=Llama-2-7B2026.04 | 0.9208 | |
| LLMmapPruning Criterion=Taylor pruning, Sparsity Level=5%, Backbone=Qwen2.5-7B2026.04 | 0.9135 | |
| LLMmapPruning Criterion=L1 pruning, Sparsity Level=5%, Backbone=Qwen2.5-7B2026.04 | 0.9134 | |
| LLMmapPruning Criterion=Taylor pruning, Sparsity Level=20%, Backbone=Llama-2-7B2026.04 | 0.9132 | |
| LLMmapPruning Criterion=L1 pruning, Sparsity Level=20%, Backbone=Llama-2-7B2026.04 | 0.9131 | |
| ICSPruning Criterion=Random pruning, Sparsity Level=10%, Backbone=Qwen2.5-7B2026.04 | 0.8954 | |
| LLMmapPruning Criterion=L1 pruning, Sparsity Level=10%, Backbone=Llama-2-7B2026.04 | 0.8932 | |
| LLMmapPruning Criterion=Taylor pruning, Sparsity Level=10%, Backbone=Llama-2-7B2026.04 | 0.8931 | |
| LLMmapPruning Criterion=L1 pruning, Sparsity Level=20%, Backbone=Qwen2.5-7B2026.04 | 0.8929 | |
| LLMmapPruning Criterion=Taylor pruning, Sparsity Level=20%, Backbone=Qwen2.5-7B2026.04 | 0.8929 | |
| ProFlingoPruning Criterion=Random pruning, Sparsity Level=5%, Backbone=Llama-2-7B2026.04 | 0.88 | |
| LLMmapPruning Criterion=Random pruning, Sparsity Level=10%, Backbone=Llama-2-7B2026.04 | 0.8471 | |
| LLMmapPruning Criterion=Random pruning, Sparsity Level=10%, Backbone=Qwen2.5-7B2026.04 | 0.8471 | |
| ICSPruning Criterion=Random pruning, Sparsity Level=10%, Backbone=Llama-2-7B2026.04 | 0.8415 | |
| LLMmapPruning Criterion=Random pruning, Sparsity Level=5%, Backbone=Qwen2.5-7B2026.04 | 0.7959 | |
| ICSPruning Criterion=Random pruning, Sparsity Level=20%, Backbone=Qwen2.5-7B2026.04 | 0.7715 | |
| LLMmapPruning Criterion=Random pruning, Sparsity Level=20%, Backbone=Llama-2-7B2026.04 | 0.7409 | |
| LLMmapPruning Criterion=Random pruning, Sparsity Level=20%, Backbone=Qwen2.5-7B2026.04 | 0.732 | |
| LLMmapPruning Criterion=Random pruning, Sparsity Level=10%, Backbone=Qwen2.5-7B2026.04 | 0.731 | |
| ProFlingoPruning Criterion=Random pruning, Sparsity Level=5%, Backbone=Qwen2.5-7B2026.04 | 0.72 | |
| ICSPruning Criterion=Random pruning, Sparsity Level=20%, Backbone=Llama-2-7B2026.04 | 0.6878 | |
| REEFPruning Criterion=L1 pruning, Sparsity Level=5%, Backbone=Llama-2-7B2026.04 | 0.6546 |