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Stop blindly trusting self-consistency: this work reveals how to optimally combine cheap "weak" checks with expensive "strong" verification to improve LLM reasoning.
User-defined rules for "counterfactual harm" and "complementarity" let you steer human-AI collaboration toward better decisions without modeling human behavior.
