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Advanced reasoning methods (planning, self-critique, reflection, debate) that generate more text than simple chain-of-thought don't necessarily improve accuracy due to their approach - the improvement may come simply from generating more tokens

Machine Learning02 Aug 2026

http://arxiv.org/abs/2607.28576v1