Researchers Apply Operads to Formalize Question Decomposition in AI
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2 linkedOperads for compositional reasoning in LLMsQuestion decomposition, i.e. breaking a complex query into simpler sub-queries whose answers are composed to produce a final answer, is a widely used strategy for improving LLM reasoning, yet it...4h agoarXiv.org
Operadic consistency: a label-free signal for compositional...Detecting LLM reasoning failures at inference time without ground-truth labels has motivated a wide range of confidence baselines, including self-consistency, semantic entropy, and P(True), built...4h agoarXiv.org