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Koushik Deb

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Aug 2026

How prompts manipulate models: measuring cognitive bias vulnerability in commercial LLMs across languages

It is observed that bias vulnerability increases in Hindi and Bengali compared to English, particularly under manipulative prompts, which highlights the importance of multilingual bias evaluation and provides practical guidance for selecting commercial language models in bias-sensitive applications.

Koushik Deb, Imon Mukherjee, Debarshi Kumar Sanyal · 0 citations

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