Graph Language Models LLM Tools

Tools that integrate graph neural networks with large language models for representation learning, graph understanding, and reasoning on graph-structured data. Does NOT include general graph databases, standalone graph neural networks without LLM integration, or LLMs applied to non-graph domains.

There are 15 graph language models tools tracked. The highest-rated is zjukg/KG-LLM-Papers at 48/100 with 2,151 stars. 1 of the top 10 are actively maintained.

Get all 15 projects as JSON

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# Tool Score Tier
1 zjukg/KG-LLM-Papers

[Paper List] Papers integrating knowledge graphs (KGs) and large language...

48
Emerging
2 nancheng58/Awesome-LLM4RS-Papers

Large Language Model-enhanced Recommender System Papers

40
Emerging
3 HKUDS/UrbanGPT

[KDD'2024] "UrbanGPT: Spatio-Temporal Large Language Models"

38
Emerging
4 HKUDS/GraphGPT

[SIGIR'2024] "GraphGPT: Graph Instruction Tuning for Large Language Models"

37
Emerging
5 Alba-Intelligence/GraphMERT.jl

Julia implementation of the GraphMERT algorithm (Arxiv 2510.09580)

31
Emerging
6 HKUDS/HiGPT

[KDD'2024] "HiGPT: Heterogenous Graph Language Models"

29
Experimental
7 amajee11us/TabGLM

[AAAI' 25] Tabular Graph-Text Representation Learning with Consistency Minimization

27
Experimental
8 bigai-nlco/DocGNRE

[EMNLP 2023] Semi-automatic Data Enhancement for Document-Level Relation...

24
Experimental
9 HKUDS/Awesome-LLM4Graph-Papers

[KDD'2024] "LLM4Graph: A Survey of Large Language Models for Graphs"

22
Experimental
10 oooranz/GraDe

📐 Not All Features Deserve Attention: Graph-Guided Dependency Learning for...

21
Experimental
11 jtonglet/SEER

Code implementation for the EMNLP 2023 paper "SEER A Knapsack approach to...

13
Experimental
12 yzhan238/SemRank

The source code used for paper "Scientific Paper Retrieval with LLM-Guided...

12
Experimental
13 TianHongZXY/qaap

[EMNLP 2023] Question Answering as Programming for Solving Time-Sensitive Questions

12
Experimental
14 zjukg/STAR

[Preprint] Structured and Abstractive Reasoning on Multi-modal Relational...

10
Experimental
15 HITlgw/MemQ

Official Implementation of ACL 2025 paper: "Memory-augmented Query...

10
Experimental

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