NEURIPS 2025 "structured reasoning" Papers

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Dependency Matters: Enhancing LLM Reasoning with Explicit Knowledge Grounding

Xiangyu Wen, Min Li, Junhua Huang et al.

NEURIPS 2025poster

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 2025posterarXiv:2507.05362
1
citations

VT-FSL: Bridging Vision and Text with LLMs for Few-Shot Learning

Wenhao Li, Qiangchang Wang, Xianjing Meng et al.

NEURIPS 2025posterarXiv:2509.25033
2
citations