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News/ROI-Reasoning: Rational Optimization for Inference via Pre-Computation Meta-Cognition
arxiv
PublishedOctober 15, 2026 at 4:00 AM

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

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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 reasoning for multiple problems under a strict

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