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This document introduces the Hierarchical Reasoning Model (HRM), a brain-inspired architecture designed to overcome the limitations of current LLMs in complex reasoning tasks by employing hierarchical processing and efficient gradient approximation, demonstrating superior performance on benchmarks like ARC and Sudoku.
