Author

Jun-Lin Zhang

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Preprint Aug 2026

Claim-Level Reliability Assessment for Efficient Test-Time Reasoning

Claim-level falsification is proposed as a principle for test-time scaling and instantiated through Claim-Level Reliability Assessment (CLR), a training-free framework that reallocates test-time compute from additional solution sampling to targeted verification.

Sen Xu, Wei Wang, Shixiaoqi Liu et al. · 0 citations