Author

Dmitry Abulkhanov

Huawei Noah's Ark Lab

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#artificial intelligence Preprint Oct 2026

Same Beliefs, Different Policies: Learning Reusable Representations for Early Stopping in LLM Reasoning

BELT (BELief-based Termination), which separates outcome prediction from stopping control from end-to-end controllers, and its accuracy-cost trade-offs are competitive with or better than those of end-to-end controllers.

Jingwei Ni, Dmitry Abulkhanov, V. Smirnov et al. · 0 citations