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Prompt Injection Attack on NavGPT (test)

7.07Navigation ErrorNone
6.97247.63128.298.9488Jan 20, 2026

Evaluation results

MethodLinks
NoneTarget LLM=GPT 42026.017.07—2040.7838.91
NaiveTarget LLM=GPT 42026.017.51019.0539.8837.58
CombinedTarget LLM=GPT 42026.018.17509.5535.2229.79
IgnoreTarget LLM=GPT 42026.018.326.218.8235.4936.89
EscapeTarget LLM=GPT 42026.018.4212.518.2636.9338.57
IgnoreTarget LLM=GPT 3.52026.018.4518.7512.8637.8139.72
NoneTarget LLM=GPT 3.52026.018.49—14.337.9539.7
NaiveTarget LLM=GPT 3.52026.018.492511.3236.2239.68
EscapeTarget LLM=GPT 3.52026.018.6637.510.9436.9839.7
CombinedTarget LLM=GPT 3.52026.018.68501036.238.38
PINATarget LLM=GPT 3.52026.018.76753.5629.9634.13
PINATarget LLM=GPT 42026.019.51755.6328.1131.38