Author

Ajwad Abrar

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#artificial intelligence Preprint Oct 2026

Evaluating Large Language Models for Multilingual Abstractive Summarization: A Comprehensive Study of English and Bengali

It is demonstrated that strong English summarization performance does not necessarily transfer to Bengali and the need for comprehensive evaluation frameworks for low-resource languages is emphasized.

Khan Mahi Al Atahar, Nazifa Tasneem, Ajwad Abrar · 0 citations

#natural language process... Preprint Oct 2026

Who Receives Respect? A Counterfactual Benchmark for Honorific Allocation Bias in Bengali

Bengali has no grammatical gender, but honorificity is obligatory: every third-person reference must choose ordinary or respectful register. English has no such signal, so the system must choose a level of deference that the source never specified. We use this property to measure how large language models (LLMs) alloca...

Ajwad Abrar, Md. Kamrul Hasan, Hasan Mahmud · 0 citations