@inproceedings{zheng-etal-2026-imitation, title = "From Imitation to Reasoning: Sample-Efficient {LLM} Agents for Knowledge Graph Completion", author = "Zheng, Chenjun and Wang, Zhigang and Zhang, Wenjia and Wang, Zhe and Yang, Xiaolin", editor = "Kalo, Jan-Christoph and Nakashole, Ndapa and Razniewski, Simon and Suchanek, Fabian M. and Vlachos, Andreas and McCallum, Andrew", booktitle = "Proceedings of the 11th Workshop on Automated Knowledge Base Construction ({AKBC} 2026)", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.akbc-1.26/", pages = "379--392", ISBN = "979-8-89176-464-4" }