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Forget brute-force search: CoT2-Meta shows that strategically controlling reasoning trajectories with metacognition yields significant gains in accuracy and compute efficiency across a wide range of reasoning tasks.
Pathology MLLMs can now better incorporate diagnostic standards during reasoning, thanks to a new memory architecture inspired by how human pathologists process information.
