publications

2026

1. REFSQ

   From Reviews to Requirements: Can LLMs Generate Human-Like User Stories?

   Shadman Sakib and others

   In Proceedings of the 9th Workshop on Natural Language Processing for Requirements Engineering (NLP4RE), co-located with REFSQ, 2026

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   An automated pipeline that generates structured software requirements from app-store user feedback. We evaluate zero-shot, few-shot, and chain-of-thought prompting for their effect on requirement completeness, consistency, and conformance to human-written baselines, and categorise the failure modes that arise in LLM-generated requirements.

   @inproceedings{sakib2026reviews,
     title = {From Reviews to Requirements: Can LLMs Generate Human-Like User Stories?},
     author = {Sakib, Shadman and others},
     booktitle = {Proceedings of the 9th Workshop on Natural Language Processing for Requirements Engineering (NLP4RE), co-located with REFSQ},
     year = {2026},
     url = {https://arxiv.org/abs/2603.28163},
   }

2025

1. IEEE

   From Chat to Checkup: Can Large Language Models Assist in Diabetes Prediction?

   Shadman Sakib and others

   In IEEE Xplore, 2025

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   We benchmark LLM-based inference against traditional machine-learning classifiers on the Pima Indians Diabetes Dataset, analysing the reliability, interpretability, and failure conditions of generative models in a safety-critical decision-support context.

   @inproceedings{sakib2025diabetes,
     title = {From Chat to Checkup: Can Large Language Models Assist in Diabetes Prediction?},
     author = {Sakib, Shadman and others},
     booktitle = {IEEE Xplore},
     year = {2025},
     publisher = {IEEE},
     url = {https://ieeexplore.ieee.org/document/11171691},
   }