Knowledge Graph Finetuning Enhances Knowledge Manipulation in Large Language Models

Hanzhu Chen, Xu Shen, Jie Wang, Zehao Wang, Qitan Lv +4 more
2/12/2026

No official code found. Best implementation: RManLuo/graph-constrained-reasoning (265 stars, MIT, last commit 2025-05-20).

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Official Implementation of ICML 2025 Paper: "Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models".

26531Shell, PythonOct 17, 20241 years agoMIT
graph-constrained-reasoningkgknowledge-graphlarge-language-modelllm+1 more

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@article{chen2026knowledge,
  title  = {Knowledge Graph Finetuning Enhances Knowledge Manipulation in Large Language Models},
  author = {Hanzhu Chen and Xu Shen and Jie Wang and Zehao Wang and Qitan Lv and Junjie He and Rong Wu and Feng Wu and Jieping Ye},
  year   = {2026},
  url    = {https://api.semanticscholar.org/CorpusID:4395106eff6a74161f3740a8f61ba2cc09c6bbf8},
  journal = {ICLR 2025 2025}
}

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