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From Implicit Graph Encoding to Explicit Evidence: A Training-Free LLM Framework for Temporal Knowledge Graph Reasoning

Year: 2026

Type: conference-paper

Abstract: Guo Tang, Ke Cheng, Huiming Fan, Heng Chang, Wenxiang Zheng, Xianhao Ou, Junjia Xiang, Ming Liu, Yujun Zhou, Li Lanyu, Bing Qin. Findings of the Association for Computational Linguistics: ACL 2026. 2026.

Source: Findings of the Association for Computational Linguistics: ACL (Findings of ACL)

DOI: 10.18653/v1/2026.findings-acl.266

Authors: Guo Tang, Ke Cheng, Huiming Fan, Heng Chang, Wenxiang Zheng, Xianhao Ou, Junjia Xiang, Ming Liu, Yujun Zhou, Li Lanyu, Bing Qin

Institutions: Harbin Institute of Technology, Beihang University, Tsinghua University, Peng Cheng Laboratory

Language: English

Topic: Advanced Graph Neural Networks

Subfield: Artificial Intelligence

Field: Computer Science

Domain: Physical Sciences

Open Access status: hybrid

Funders: Key Research and Development Program of Heilongjiang, National Natural Science Foundation of China

Awards: G2219353148, G4442529403, G6386764728

OpenAlex ID: W7166820260

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