Author

M. Rifat

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Preprint Oct 2026

BanglaShield: A Script-Robust Safety Classifier and Benchmark for Bangla Native, Romanized, and Code-Mixed Prompts

BanglaShield is introduced, a resource and model for graded prompt-safety classification across Bangla written forms, and outperforming the best LLM on each form by 42.8-46.1 points with ~130x fewer parameters than Gemma 4 31B.

Mohsinul Kabir, M. Tariquzzaman, M. Rifat et al. · 0 citations

Book Jul 2026

"Nobody Did This": Contribution, Originality, and Accountability in Agent-Mediated Collaboration

It is argued that contribution dissolution begins before collaboration itself, in the individual worker’s own uncertainty about what is genuinely theirs, and propagates through collaborative relationships, collapsing the reliability that makes productive intellectual exchange possible.

Kashif Imteyaz, M. Rifat, Divya Ramesh et al. · arXiv.org · 1 citation