Author

Ragib Shahariar Ayon

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Review Jul 2026

From Discussion to Execution: Replicating Buggy and Correct Data Science Code

Reprodgen is introduced, a large language model (LLM) based framework for automatically replicating executable buggy and patched data science programs from Q&A forum posts, and results show reliable replication with clear differences in model performance.

Ragib Shahariar Ayon, Mohammad Wardat, Shibbir Ahmed · arXiv.org · 0 citations

Book Open access Jul 2026

Requirement-Guided Test-Driven Development for Modular Code Generation with Large Language Model

A test-driven pipeline is presented that extracts functional requirements (FR) from a problem description, resolves dependencies, maps them into a modular Model-View-Controller (MVC) structure, and generates tests before code, followed by bounded, execution-driven refinement.

Wasay Mohammed Abdul, Ragib Shahariar Ayon, Shibbir Ahmed et al. · SIGSOFT FSE Companion · 0 citations