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#chains-of-thought

Rewarding Efficient Reasoning Improves Abstention on Underspecified Tasks in Reasoning Models

arXiv cs.CL ↗ · 2026-09-21 Cached

This paper introduces a novel GRPO reward to improve abstention in large reasoning models on underspecified tasks, enhancing efficiency and human-like reasoning while maintaining performance.

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#chains-of-thought

Is AI reasoning right for the wrong reasons?

Hacker News Top ↗ · 2026-07-31 Cached

A Quanta Magazine essay explores the confusing state of AI reasoning research, weighing contradictory evidence about large reasoning models' capabilities and what their behavior implies about genuine reasoning.

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