Decomposing Wrong-Consensus Agreement in LLM Self-Consistency
cs.CL, cs.AI
Submitted: 2026-08-19
Updated: 2026-08-31
Terminology
Sources
- Self-Consistency Improves Chain of Thought Reasoning in Language Models
- When LLMs Agree, Are They Right? Auditing Self-Consistency and Cross-Model Agreement as Confidence Signals
- When Self-Consistency Backfires: Majority Vote Hurts the Majority of Hard Science Problems for Small LLMs
- Complementing Self-Consistency with Cross-Model Disagreement for Uncertainty Quantification
- Beyond Consensus: Trace-Level Synthesis in Mixture of Agents
- Are Diversity Metrics Measuring Diversity? A Capability-Controlled Audit of Majority-Vote Gain in LLM Ensembles
- Are More LLM Calls All You Need? Towards Scaling Laws of Compound Inference Systems
- Too Consistent to Detect: A Study of Self-Consistent Errors in LLMs
- CITE: Anytime-Valid Statistical Inference in LLM Self-Consistency
- Language Models (Mostly) Know What They Know
- The Consistency Hypothesis in Uncertainty Quantification for Large Language Models
- Uncertainty Quantification for LLMs through Minimum Bayes Risk: Bridging Confidence and Consistency
- Beyond Semantic Entropy: Boosting LLM Uncertainty Quantification with Pairwise Semantic Similarity
- Agreement Metrics for LLM-as-Judge Evaluation: What to Report and Why
- Self-Consistency via Marginal Sharpening
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