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RESEARCH27

LACE: Lattice Attention for Cross-thread Exploration

arXiv CS.AIΒ·April 20, 2026

LACE is a novel framework enabling Large Language Models (LLMs) to coordinate and share insights across multiple parallel reasoning paths through cross-thread attention. It leverages a synthetic data pipeline to teach collaborative error-correction, leading to over 7 points improvement in reasoning accuracy.

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