"symbolic reasoning" Papers

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Beyond Single-Task: Robust Multi-Task Length Generalization for LLMs

Yi Hu, Shijia Kang, Haotong Yang et al.

NEURIPS 2025arXiv:2502.11525

Causal-R: A Causal-Reasoning Geometry Problem Solver for Optimized Solution Exploration

Wenjun Wu, Lingling Zhang, Bo Zhao et al.

Efficient Rectification of Neuro-Symbolic Reasoning Inconsistencies by Abductive Reflection

Wen-Chao Hu, Wang-Zhou Dai, Yuan Jiang et al.

AAAI 2025paperarXiv:2412.08457

Neurosymbolic Diffusion Models

Emile van Krieken, Pasquale Minervini, Edoardo Maria Ponti et al.

NEURIPS 2025arXiv:2505.13138

Proving Olympiad Inequalities by Synergizing LLMs and Symbolic Reasoning

Zenan Li, Zhaoyu Li, Wen Tang et al.

ICLR 2025arXiv:2502.13834

To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning

Zayne Sprague, Fangcong Yin, Juan Rodriguez et al.

ICLR 2025arXiv:2409.12183

Large Language Models Are Neurosymbolic Reasoners

Meng Fang, Shilong Deng, Yudi Zhang et al.

AAAI 2024paperarXiv:2401.09334

Mastering Symbolic Operations: Augmenting Language Models with Compiled Neural Networks

Yixuan Weng, Minjun Zhu, Fei Xia et al.

ICLR 2024arXiv:2304.01665

PREGO: Online Mistake Detection in PRocedural EGOcentric Videos

Alessandro Flaborea, Guido M. D&amp, #x27 et al.

CVPR 2024arXiv:2404.01933