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Author

Keletso J. Letsholo

2 papers indexed here

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Open access 2026

Deployment-Oriented Evaluation of LLM-Generated Optimization Code: Repairability, Compatibility, and Constraint-Coverage in Parallel-Machine Scheduling

GenSE-Scheduler, a deployment-oriented framework for evaluating LLM-generated parallel-machine scheduling code, compares monolithic schedulers with four-stage modular pipelines under typed contracts, sandboxed execution, a failure taxonomy, stage-swap repair, and pre-composition compatibility prediction.

Achraf Ghorbel, Nourchène Elleuch Ben Ayed, Keletso J. Letsholo et al. · 0 citations
Sep 2026

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...

Nourchène Elleuch Ben Ayed, Jaber Jemai, Keletso J. Letsholo et al. · 0 citations

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