"reasoning performance" Papers

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Eliciting Causal Abilities in Large Language Models for Reasoning Tasks

Yajing Wang, Zongwei Luo, Jingzhe Wang et al.

AAAI 2025paperarXiv:2412.15314

Improving Reasoning Performance in Large Language Models via Representation Engineering

Bertram Højer, Oliver Jarvis, Stefan Heinrich

ICLR 2025arXiv:2504.19483
18
citations

Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning

Wang Yang, Zirui Liu, Hongye Jin et al.

NEURIPS 2025arXiv:2505.17315
3
citations

MRO: Enhancing Reasoning in Diffusion Language Models via Multi-Reward Optimization

Chenglong Wang, Yang Gan, Hang Zhou et al.

NEURIPS 2025arXiv:2510.21473
1
citations

Towards Thinking-Optimal Scaling of Test-Time Compute for LLM Reasoning

Wenkai Yang, Shuming Ma, Yankai Lin et al.

NEURIPS 2025arXiv:2502.18080
103
citations

Two Experts Are All You Need for Steering Thinking: Reinforcing Cognitive Effort in MoE Reasoning Models Without Additional Training

Mengru Wang, Xingyu Chen, Yue Wang et al.

NEURIPS 2025arXiv:2505.14681
10
citations