Author

K. Ahmed

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Preprint Aug 2026

When Less Is Enough: Context Selection and Prompting Strategies for Bengali News Headline Generation

It is highlighted that effective Bengali news headline generation depends more on context relevance and prompt design than on increasing input length, offering practical insights for multilingual and low-resource LLM applications.

Muhammad Ashad Kabir, Kawsar Ahmed, M. Osama · 0 citations

Open access 2026

The Argonauts at SemEval 2026 Task 6: Large Language Models for Response Clarity Classification: Prompting, Fine-Tuning, and Data-Centric Approaches

A distribution-aware, LLM-augmented dataset was constructed by selectively paraphrasing minority-class instances to enhance class balance, and its performance was benchmarked against full, rebalanced, and undersampled training conﬁgurations.

Sajib Bhattacharjee, Shafiul Mahmud, Md. Refaj Hossan et al. · SemEval@ACL · 0 citations