Model Fingerprinting Robustness on Unstructured Pruning Suspects Llama-2-7b
99.99Similarity ScoreLogits
Evaluation results
| Method | Links | |
|---|---|---|
| LogitsPruning Strategy=Sparse, Model=Llama-2-7b2026.04 | 99.99 | |
| LogitsPruning Strategy=Wanda, Model=Llama-2-7b2026.04 | 99.99 | |
| LogitsPruning Strategy=GBLM, Model=Llama-2-7b2026.04 | 99.99 | |
| ATTNDIFFPruning Strategy=Sparse, Model=Llama-2-7b2026.04 | 99.96 | |
| ATTNDIFFPruning Strategy=GBLM, Model=Llama-2-7b2026.04 | 99.95 | |
| REEFPruning Strategy=GBLM, Model=Llama-2-7b2026.04 | 99.91 | |
| REEFPruning Strategy=Wanda, Model=Llama-2-7b2026.04 | 99.86 | |
| REEFPruning Strategy=Sparse, Model=Llama-2-7b2026.04 | 99.85 | |
| ATTNDIFFPruning Strategy=Wanda, Model=Llama-2-7b2026.04 | 99.27 | |
| PCSPruning Strategy=Wanda, Model=Llama-2-7b2026.04 | 96.2 | |
| PCSPruning Strategy=GBLM, Model=Llama-2-7b2026.04 | 96.16 | |
| PCSPruning Strategy=Sparse, Model=Llama-2-7b2026.04 | 95.6 | |
| ICSPruning Strategy=GBLM, Model=Llama-2-7b2026.04 | 94.78 | |
| ICSPruning Strategy=Sparse, Model=Llama-2-7b2026.04 | 94.68 | |
| ICSPruning Strategy=Wanda, Model=Llama-2-7b2026.04 | 94.68 | |
| LLMMapPruning Strategy=Wanda, Model=Llama-2-7b2026.04 | 91.45 | |
| LLMMapPruning Strategy=GBLM, Model=Llama-2-7b2026.04 | 89.56 | |
| LLMMapPruning Strategy=Sparse, Model=Llama-2-7b2026.04 | 84.59 | |
| ProFlingoPruning Strategy=GBLM, Model=Llama-2-7b2026.04 | 18 | |
| ProFlingoPruning Strategy=Sparse, Model=Llama-2-7b2026.04 | 16 | |
| ProFlingoPruning Strategy=Wanda, Model=Llama-2-7b2026.04 | 12 |