Author

Naymul Islam

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Review Aug 2026

Register Shifts Break LLM Safety: A Bengali Benchmark with Culturally Grounded Harms

Bengali is the seventh-most-spoken language globally, yet LLM safety evaluation remains overwhelmingly English-centric. We introduce BanglaSafe, a benchmark of 879 Bengali prompts combining 309 natively authored prompts with 570 expert-reviewed prompts, spanning 17 culturally grounded harm categories and five prompting...

Naymul Islam, Nusrat Jahan Lia, Shubhashis Roy Dipta et al. · 1 citation