Blind to the Pivotal Vote: Aggregate Independence Metrics Miss Where Verification Actually Helps

arXiv:2608.06940 · cs.AI · Submitted 2026-08-07 · Read on arXiv

Yang Shu

cs.AI

Submitted: 2026-08-07

Updated: 2026-08-10

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Accuracy — 40× in this paper · explained in 1 episode
• Benchmark — 13× in this paper · explained in 2 episodes
• Verification — 11× in this paper · explained in 2 episodes
• Verifier — 11× in this paper · explained in 2 episodes
• LLM judge — 9× in this paper · explained in 2 episodes
• Calibration — 2× in this paper · explained in 7 episodes
• Entanglement — 2× in this paper · explained in 4 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Generalization — 1× in this paper · explained in 13 episodes

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