Fairness Failure Modes of Multimodal LLMs
Canyu Chen · Anglin Cai · Joan Nwatu · Yale Li · Jessica Hullman · Rada Mihalcea · Kathleen McKeown · Manling Li
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Canyu Chen · Anglin Cai · Joan Nwatu · Yale Li · Jessica Hullman · Rada Mihalcea · Kathleen McKeown · Manling Li
Guangwei Zhang · Jianing Zhu · Cheng Qian · Neil Zhenqiang Gong · Rada Mihalcea · Zhaozhuo Xu · Jingrui He · Jiaqi W. Ma · Chaowei Xiao · Bo Li · Ahmed Abbasi · Dongwon Lee · Heng Ji · Denghui Zhang
We present Copyright Detective , the first interactive forensic system for detecting, analyzing, and visualizing potential copyright risks in LLM outputs. The system treats copyright infringement versus compliance as an evidence discovery process rather than a static classification task due to th...
Josue Torres-Fonseca · Naihao Deng · Yinpei Dai · Shane Storks · Yichi Zhang · Rada Mihalcea · Casey Kennington · Joyce Chai
Multimodal Large Language Models (MLLMs) are increasingly adopted as autonomous agents in interactive environments, yet their ability to proactively address safety hazards remains insufficient. We introduce SafetyALFRED, built upon the embodied agent benchmark ALFRED, augmented with six categorie...