most citedTrojan Detection in Large Language Models: Insights from The Trojan Detection Challenge

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cs.CR2026

When the Defense Writes the Refusal: Auditing Keyword-Scored Evaluation of Inference-Time Defenses for Multimodal Large Language Models

Bulat Nutfullin, Vladimir Evgrafov, Dmitry Namiot

Prompt-based inference-time defenses for multimodal large language models (MLLMs) emit safety language into the very answers they defend, and a lexical keyword scorer whose refusal…