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Tadayoshi Kohno

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#artificial intelligence Preprint Oct 2026

RoleFUZZER: User-Behaviour Fuzzing for Role-Specification Adherence in Large Language Models

This work proposes user behaviour fuzzing, a guided search over plausible user behaviours that can lead a model to violate its role specification, and introduces RoleFUZZER, a framework that adapts coverage-guided fuzzing from software testing to operationalise the search.

Kshitish Ghate, Michael Stephen Saxon, Tadayoshi Kohno et al. · 0 citations
Review Open access Sep 2026

Trust and Safety of Human- and AI-Powered Visual Description: A Case Study of Be My Eyes

Be My Eyes provides a volunteer-powered visual description service that connects over one million blind and low vision users with more than ten million volunteers for everyday visual assistance tasks as well as Be My AI, an AI-powered counterpart. In this work, we qualitatively analyze 1,428 one-, two-, and three-star...

Natalie Grace Brigham, Tadayoshi Kohno · 0 citations

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