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arxiv: 2607.08065 · 2 revisions

When LLMs Agree, Are They Right? Auditing Self-Consistency and Cross-Model Agreement as Confidence Signals

1. 2026-08-02 CONDITIONAL MODERATE v1.3.0-alltime-deepseek novelty 6.0
   122006 ms 13751 in 12983 out 2026-08-02T07:55:33.622846+00:00
2. 2026-07-10 CONDITIONAL MODERATE v1.1.0-glm novelty 6.0
   372291 ms 17649 in 3174 out 2026-07-10T00:41:36.978280+00:00