Secret Data Extraction on 100 different secrets
100Success Rate (P > 0.10)LLP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| LLPLLM=OPT (250M)2026.06 | 100 | 83 | 70 | |
| LLPLLM=GPT-2 Medium (355M)2026.06 | 100 | 91 | 76 | |
| LLPLLM=Llama2 (7B)2026.06 | 100 | 100 | 100 | |
| LLPLLM=Llama2 (13B)2026.06 | 100 | 100 | 98 | |
| LLPLLM=Llama3.2 (1B)2026.06 | 100 | 100 | 100 | |
| LLPLLM=Pythia (160M)2026.06 | 98 | 79 | 64 | |
| Llava1.5Parameters=7B2026.06 | 98 | 97 | 90 | |
| InstructBlipParameters=7B2026.06 | 96 | 94 | 88 | |
| LLPLLM=GPT-Neo (125M)2026.06 | 95 | 76 | 60 | |
| LLPLLM=GPT-2 Small (124M)2026.06 | 94 | 74 | 57 | |
| LLPLLM=DistilGPT-2 (82M)2026.06 | 92 | 68 | 54 | |
| InstructBlipParameters=4B2026.06 | 91 | 90 | 83 |