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

Guo Tang Ke Cheng 0003 Huiming Fan Heng Chang Wenxiang Zheng Xianhao Ou Junjia Xiang Ming Liu 0004 Yujun Zhou Li Lanyu Bing Qin 0001 From Implicit Graph Encoding to Explicit Evidence: A Training-Free LLM Framework for Temporal Knowledge Graph Reasoning. 5383-5405 2026 ACL (Findings) https://doi.org/10.18653/v1/2026.findings-acl.266 https://aclanthology.org/2026.findings-acl.266/ conf/acl/2026f db/conf/acl/acl2026f.html#TangCFCZOXLZLQ26