Model Fingerprinting Robustness on CodeLLaMA 7B
0.9947Similarity ScoreREEF
Evaluation results
| Method | Links | |
|---|---|---|
| REEFFine-tuning data scale (tokens)=500B tokens, Base model=Llama-2-7B2026.04 | 0.9947 | |
| ATTNDIFFFine-tuning data scale (tokens)=500B tokens, Base model=Llama-2-7B2026.04 | 0.989 | |
| LLMMapFine-tuning data scale (tokens)=500B tokens, Base model=Llama-2-7B2026.04 | 0.9555 | |
| LogitsFine-tuning data scale (tokens)=500B tokens, Base model=Llama-2-7B2026.04 | 0.7833 | |
| PCSFine-tuning data scale (tokens)=500B tokens, Base model=Llama-2-7B2026.04 | 0.5301 | |
| ICSFine-tuning data scale (tokens)=500B tokens, Base model=Llama-2-7B2026.04 | 0.5112 | |
| ProFlingoFine-tuning data scale (tokens)=500B tokens, Base model=Llama-2-7B2026.04 | 0.2 |