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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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K. Anoosha

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Review Open access Sep 2026

A Comprehensive Survey on Code-Switched LLM Safety and Robustness Evaluation

Large language models (LLMs) have demonstrated remarkable capabilities across languages, yet their safety alignment remains predominantly evaluated in monolingual, especially English, settings. Code-switching (also known as codemixing)—the alternation between two or more languages within a single utterance or conversat...

Pulagam Naveen Kumar, Sowjanya Bojja, K. Anoosha et al. · 0 citations

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