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

Self-Improving Language Models for Evolutionary Program Synthesis: A Case Study on ARC-AGI 🤗 Hugging Face (data and model)   |    📑 Paper    |    📑 Blog Large Language Models (LLMs) have become incredibly powerful, but they often hit a wall when faced with truly complex reasoning tasks that require discovering a solution from scratch. Simply throwing more computing power or using a bigger model often yields diminishing returns. But what if a model could learn from its own experience, getting smarter with every attempt? ...

May 14, 2025 · 5 min · Julien Pourcel