Self-Improving Language Models for Evolutionary Program Synthesis: A Case Study on ARC-AGI

Julien Pourcel, Cédric Colas, Pierre-Yves Oudeyer

Many program synthesis tasks prove too challenging for even state-of-the-art language models to solve in single attempts. Search-based evolutionary methods offer a promising altern…