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Backdoor Attack on GPT-5-generated shopping requests

91.2ASRBadDLM
-0.8423.05546.9570.845May 10, 2026

Evaluation results

MethodLinks
BadDLMModel=LLaDA-8B-Instruct2026.0591.265.4
RL-basedModel=LLaDA-8B-Instruct2026.0572.864.5
VPIModel=LLaDA-8B-Instruct2026.0541.265.5
SFT-basedModel=LLaDA-8B-Instruct2026.0538.565.4
Benign (No Attack)Model=LLaDA-8B-Instruct2026.052.765.5