Prompt Injection Attack on NarrativeQA
86ASRnanoGCG-OPT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| nanoGCG-OPTMem. (GB)=166.9, Time (s)=4377.62026.04 | 86 | — | — | |
| FlashRTMem. (GB)=51.8, Time (s)=2039.12026.04 | 86 | — | — | |
| nanoGCGMem. (GB)=164.1, Time (s)=3646.32026.04 | 58 | — | — | |
| nanoGCG-OPTLLM=Llama-3.1-8B-Instruct2026.04 | 0.98 | 168.7 | 2,695.1 | |
| FlashRTLLM=Llama-3.1-8B-Instruct2026.04 | 0.98 | 53.7 | 1,039.5 | |
| FlashRTModel=Meta-SecAlign-70B, Context length=16K tokens2026.04 | 0.88 | 215.9 | 3,886.4 | |
| nanoGCGLLM=Llama-3.1-8B-Instruct2026.04 | 0.88 | 164.8 | 2,736.9 | |
| Context ClippingLLM=Llama-3.1-8B-Instruct2026.04 | 0.64 | 61.4 | 477.3 | |
| Heuristic AttackLLM=Llama-3.1-8B-Instruct2026.04 | 0.6 | 0 | 0 | |
| HeuristicModel=Meta-SecAlign-70B, Context length=16K tokens2026.04 | 0.06 | 0 | 0 | |
| HeuristicMem. (GB)=0.0, Time (s)=0.02026.04 | 0 | — | — |