This paper introduces a philosophical approach inspired by the Hegelian Dialectic for LLMs’ self-reflection, utilizing a self-dialectical approach to emulate internal critiques and then synthesize new ...

Motivated by this, we revisit philosophical hypotheses on reasoning to enhance LLM performance. Inspired by the influential framework of Hegelian Dialectics, we propose ACE, demonstrating how the ...

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