Nourchène Elleuch Ben Ayed

Automated LLM-based Classification of Software Requirements

The adoption of large language models (LLMs) in software engineering has enabled the potential to automate complex activities such as requirements analysis. This paper presents an empirical performance analysis of four modern LLMs: GPT-4o, Aya, Gemma and Phi-4 on the task of automated classification of atomic software...

Behavioral collapse to longest-processing-time scheduling in contract-validated single-prompt large language model heuristic synthesis for identical parallel machine scheduling