2025 Spotlight "complex reasoning tasks" Papers

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Conference

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Paper Type

poster (24,624)paper (8,140)oral (1,594)spotlight (1,421)highlight (975)

AceSearcher: Bootstrapping Reasoning and Search for LLMs via Reinforced Self-Play

Ran Xu, Yuchen Zhuang, Zihan Dong et al.

NeurIPS 2025spotlightarXiv:2509.24193
3
citations

MoBA: Mixture of Block Attention for Long-Context LLMs

Enzhe Lu, Zhejun Jiang, Jingyuan Liu et al.

NeurIPS 2025spotlightarXiv:2502.13189
94
citations

When Thinking Fails: The Pitfalls of Reasoning for Instruction-Following in LLMs

Xiaomin Li, Zhou Yu, Zhiwei Zhang et al.

NeurIPS 2025spotlightarXiv:2505.11423
28
citations