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20242026
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cs.CL2026

5-Dialects-BN: Unmasking the Impact of Transliteration on Bangla Dialectal LLMs

Md Mahir Jawad, Galib Mahmud Jim, Rafid Ahmed +3

Large Language Models (LLMs) have achieved remarkable progress across natural language processing (NLP) tasks, yet their capabilities degrade sharply for low-resource languages and…

cs.CL2026

BanglaMemeX: Advancing Cultural Metaphoric Image Interpretation in Bangla with a Multimodal Explainable Dataset

Md. Sadman Sakib, Zisan Mahmud, Md. Fahim Arefin +1

Vision Language Models have achieved strong performance on multimodal benchmarks, yet their ability to reason about culturally grounded and metaphor-rich content remains insufficie…

cs.CL2026

How Good LLMs Are at Answering Bangla Medical Visual Questions? Dataset and Benchmarking

Rafid Ahmed, Intesar Tahmid, Mir Sazzat Hossain +3

Recent advancements in Large Language Models (LLMs) and Large Vision Language Models (LVLMs) have enabled general-purpose systems to demonstrate promising capabilities in complex r…

cs.CL2025

BD at BEA 2025 Shared Task: MPNet Ensembles for Pedagogical Mistake Identification and Localization in AI Tutor Responses

Shadman Rohan, Ishita Sur Apan, Muhtasim Ibteda Shochcho +4

We present Team BD's submission to the BEA 2025 Shared Task on Pedagogical Ability Assessment of AI-powered Tutors, under Track 1 (Mistake Identification) and Track 2 (Mistake Loca…

cs.CL2024

BanTH: A Multi-label Hate Speech Detection Dataset for Transliterated Bangla

Fabiha Haider, Fariha Tanjim Shifat, Md Farhan Ishmam +4

The proliferation of transliterated texts in digital spaces has emphasized the need for detecting and classifying hate speech in languages beyond English, particularly in low-resou…