Author

Nafis Sadeq

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#natural language process... Preprint Oct 2026

A Benchmark for Bangla Task-Oriented Dialogue Understanding

Task-oriented dialogue understanding remains underexplored for Bangla, particularly in multilingual settings involving English and romanized Bangla (Banglish). We introduce BanglaTOD, a parallel tri-lingual benchmark comprising 209 multi-turn dialogues across nine Bangladesh-specific service domains and 64 intents. Eac...

Afrina Alam Lamia, Sumiaya Sharif, Prottoy Modak et al. · 0 citations

Preprint Oct 2026

Constraint-Aware Conversational Job Recommendation in Code-Mixed Low-Resource Settings

Conversational job recommendation requires jointly modeling semantic relevance, user preferences, eligibility requirements, and the noisy language used in real-world career discussions. These challenges are especially pronounced in low-resource, code-mixed settings, where strict constraint matching can incorrectly elim...

Md Arman Hossain, M. Jawad, Fariha Khandaker Moon et al. · 0 citations