Artificial Intelligence #llms#mathematical reasoning
LLMs Struggle with Multi-Step Logic: New Framework DREAM Boosts Theorem Proving Performance
Large language models (LLMs) have shown promise in mathematical reasoning but struggle with multi-step first-order logic (FOL) tasks. A new paper introduces DREAM, a self-adaptive solution that enhances diversity and reasoning of generation strategies, improving performance by up to 6.4% on a dataset of 447 theorems.
Jun 16, 2026 1 source