CLINIC : Evaluating Multilingual Trustworthiness in Language Models for Healthcare
Akash Ghosh · Srivarshinee Sridhar · Raghav Kaushik Ravi · Muhsin Muhsin · Sriparna Saha · Chirag Agarwal
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Akash Ghosh · Srivarshinee Sridhar · Raghav Kaushik Ravi · Muhsin Muhsin · Sriparna Saha · Chirag Agarwal
Lang Gao · Jinghui Zhang · Wei Liu · Fengxian Ji · Chenxi Wang · Zirui Song · Akash Ghosh · Youssef Mohamed · Preslav Nakov · Xiuying Chen
Eric Onyame · Akash Ghosh · Subhadip Baidya · Sriparna Saha · Xiuying Chen · Chirag Agarwal
While large language models (LLMs) have shown to perform well on monolingual mathematical and commonsense reasoning, they remain unreliable for multilingual medical reasoning applications, hindering their deployment in multilingual healthcare settings. We address this by first introducing CURE-Me...
Akash Ghosh · Subhadip Baidya · Sriparna Saha · Xiuying Chen
Vision–Language Models (VLMs) are increasingly used in clinical diagnostics, yet their robustness to adversarial attacks remains largely unexplored, posing serious risks. Existing medical attacks focus on secondary objectives such as model stealing or adversarial fine-tuning, while transferable a...