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self-consistency strategyself-consistencySCself-consistency-based approachSelf-consistency-based approaches

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Ranking-Improved Self-Consistency

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Learning When to Sample: Confidence-Aware Selective Sampling for Efficient Chain-of-Thought Reasoning
ArXiv CS.CL2026-06-16
Operadic consistency: a label-free signal for compositional reasoning failures in LLMs
ArXiv CS.CL2026-06-12
Self-Evolving Vision-Language Models for Image Quality Assessment via Voting and Ranking
ArXiv CS.CV2026-06-12
Agreement in Representation Space for Open-Ended Self-Consistency
ArXiv CS.CL2026-06-11