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Prompt Injection Attack on NarrativeQA

86ASRnanoGCG-OPT
-3.4419.784366.22Apr 30, 2026

Evaluation results

MethodLinks
nanoGCG-OPTMem. (GB)=166.9, Time (s)=4377.62026.0486——
FlashRTMem. (GB)=51.8, Time (s)=2039.12026.0486——
nanoGCGMem. (GB)=164.1, Time (s)=3646.32026.0458——
nanoGCG-OPTLLM=Llama-3.1-8B-Instruct2026.040.98168.72,695.1
FlashRTLLM=Llama-3.1-8B-Instruct2026.040.9853.71,039.5
FlashRTModel=Meta-SecAlign-70B, Context length=16K tokens2026.040.88215.93,886.4
nanoGCGLLM=Llama-3.1-8B-Instruct2026.040.88164.82,736.9
Context ClippingLLM=Llama-3.1-8B-Instruct2026.040.6461.4477.3
Heuristic AttackLLM=Llama-3.1-8B-Instruct2026.040.600
HeuristicModel=Meta-SecAlign-70B, Context length=16K tokens2026.040.0600
HeuristicMem. (GB)=0.0, Time (s)=0.02026.040——