NeurIPS 2025 "large reasoning models" Papers

9 papers found

Demystifying Reasoning Dynamics with Mutual Information: Thinking Tokens are Information Peaks in LLM Reasoning

Chen Qian, Dongrui Liu, Hao Wen et al.

NeurIPS 2025arXiv:2506.02867
22
citations

Evaluating the Inductive Abilities of Large Language Models: Why Chain-of-Thought Reasoning Sometimes Hurts More Than Helps

Haibo Jin, Peiyan Zhang, Man Luo et al.

NeurIPS 2025poster

On Reasoning Strength Planning in Large Reasoning Models

Leheng Sheng, An Zhang, Zijian Wu et al.

NeurIPS 2025posterarXiv:2506.08390
9
citations

SpecReason: Fast and Accurate Inference-Time Compute via Speculative Reasoning

Rui Pan, Yinwei Dai, Zhihao Zhang et al.

NeurIPS 2025posterarXiv:2504.07891
35
citations

Thinking in Character: Advancing Role-Playing Agents with Role-Aware Reasoning

Yihong Tang, Kehai Chen, Muyun Yang et al.

NeurIPS 2025posterarXiv:2506.01748
5
citations

Think Only When You Need with Large Hybrid-Reasoning Models

Lingjie Jiang, Xun Wu, Shaohan Huang et al.

NeurIPS 2025posterarXiv:2505.14631
35
citations

Topology of Reasoning: Understanding Large Reasoning Models through Reasoning Graph Properties

Gouki Minegishi, Hiroki Furuta, Takeshi Kojima et al.

NeurIPS 2025posterarXiv:2506.05744
13
citations

Tropical Attention: Neural Algorithmic Reasoning for Combinatorial Algorithms

Baran Hashemi, Kurt Pasque, Chris Teska et al.

NeurIPS 2025posterarXiv:2505.17190
4
citations

WebThinker: Empowering Large Reasoning Models with Deep Research Capability

Xiaoxi Li, Jiajie Jin, Guanting Dong et al.

NeurIPS 2025posterarXiv:2504.21776
174
citations