"reasoning efficiency" Papers

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Don’t Think Longer, Think Wisely: Optimizing Thinking Dynamics for Large Reasoning Models

Sohyun An, Ruochen Wang, Tianyi Zhou et al.

NEURIPS 2025
11
citations

Fast Think-on-Graph: Wider, Deeper and Faster Reasoning of Large Language Model on Knowledge Graph

Xujian Liang, Zhaoquan Gu

AAAI 2025paperarXiv:2501.14300
9
citations

On the Bias of Next-Token Predictors Toward Systematically Inefficient Reasoning: A Shortest-Path Case Study

Riccardo Alberghi, Elizaveta Demyanenko, Luca Biggio et al.

NEURIPS 2025arXiv:2507.05362
1
citations

Think Only When You Need with Large Hybrid-Reasoning Models

Lingjie Jiang, Xun Wu, Shaohan Huang et al.

NEURIPS 2025arXiv:2505.14631
40
citations

Think or Not? Exploring Thinking Efficiency in Large Reasoning Models via an Information-Theoretic Lens

Xixian Yong, Xiao Zhou, Yingying Zhang et al.

NEURIPS 2025spotlightarXiv:2505.18237
15
citations