Grammar-obeying program synthesis: A novel approach using large language models and many-objective genetic programming

Open Webpage

Ning Tao, Anthony Ventresque, Vivek Nallur, Takfarinas Saber

Published: 01 Jan 2025, Last Modified: 17 May 2025Comput. Stand. Interfaces 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•LLMs generate correct code for synthesis tasks but often miss certain grammar rules.•Five LLMs were used within the Similarity-Based Many-Objective G3P (SBMaOG3P) system.•Results show SBMaOG3P outperforms LLMs and G3P in finding grammar-compliant programs.