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LLMs reason better when their uncertainty consistently decreases, paving the way for shorter, more accurate chain-of-thought reasoning.
Forget freezing your feature extractor: TALON unlocks on-the-fly category discovery by continuously learning from unlabeled data during test time, outperforming fixed-knowledge methods.
