ROI-Reasoning: Rational Optimization for Inference via Pre-Computation Meta-Cognition.

arXiv:2601.03822v2 Announce Type: replace Abstract: Large language models (LLMs) can achieve strong reasoning performance with sufficient computation, but they do not inherently know how much computation a task requires. We study budgeted inference-time reason