@inproceedings{bi-etal-2026-logical, title = "Logical Structure as Knowledge: Enhancing {LLM} Reasoning via Structured Logical Knowledge Density Estimation", author = "Bi, Zhen and Hu, Zhenlin and Chen, Xueshu and Chen, Mingyang and Deng, Cheng and Xue, Yida and Wang, Zhen and Shen, Qing and Zhang, Ningyu and Lou, Jungang", editor = "Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David", booktitle = "Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026", month = jul, year = "2026", address = "San Diego, California, United States", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/ingest-acl/2026.findings-acl.436/", pages = "8978--8999", ISBN = "979-8-89176-395-1" }