PeterGriffinJin/Awesome-Language-Model-on-Graphs

• highreadme#1

  Reposition README opening to emphasize its role as *the* definitive research resource and include explicit self-mention.

  Why:

  CURRENT

  A curated list of papers and resources about large language models (LLMs) on graphs based on our survey paper: Large Language Models on Graphs: A Comprehensive Survey.

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  This repository, **PeterGriffinJin/Awesome-Language-Model-on-Graphs**, serves as the definitive, continuously updated curated list of papers and resources about large language models (LLMs) on graphs, directly based on our comprehensive survey paper: Large Language Models on Graphs: A Comprehensive Survey.

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• mediumreadme#2

  Add a 'What You'll Find Here' section to explicitly list resource types.

  Why:

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  ## What You'll Find Here
  
  This repository provides a structured and continuously updated collection of:
  *   **Key Research Papers:** Seminal and recent works on LLMs applied to graphs.
  *   **Code Implementations:** Links to open-source code for various models and techniques.
  *   **Relevant Datasets:** Resources for experimenting with LLMs on graph data.
  *   **Tutorials & Guides:** Practical guides to help you get started.
  *   **Related Surveys:** Other important surveys in the field.

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• lowreadme#3

  Add a 'Contributing' section to encourage community submissions.

  Why:

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  ## Contributing
  
  We welcome contributions to expand and improve this curated list! If you know of a relevant paper, code, dataset, or tutorial that should be included, please open a pull request or an issue with the details.

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Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

• CATEGORY QUERY

  How to combine large language models with graph data for enhanced reasoning?

  you: not recommended
  AI recommended (in order):

  1. Neo4j
  2. Neo4j AuraDB
  3. Neo4j GenAI Ecosystem
  4. LangChain
  5. LlamaIndex
  6. GraphRAG
  7. Amazon Neptune
  8. Amazon Bedrock
  9. Amazon SageMaker
  10. ArangoDB

  AI recommended 10 alternatives but never named PeterGriffinJin/Awesome-Language-Model-on-Graphs. This is the gap to close.

  Show full AI answer
• CATEGORY QUERY

  Where can I find comprehensive resources and surveys on large language models applied to graphs?

  you: not recommended
  AI recommended (in order):

  1. Awesome-LLM-Graph
  2. A Survey of Large Language Models for Graph: Progress and Future Directions
  3. Large Language Models on Graphs: A Survey
  4. Graph-augmented Large Language Models: A Survey
  5. Graph-based Large Language Models: A Survey

  AI recommended 5 alternatives but never named PeterGriffinJin/Awesome-Language-Model-on-Graphs. This is the gap to close.

  Show full AI answer

• Metadata completeness

  pass

• README presence

  pass

• Compared to common alternatives in this category, what is the core differentiator of PeterGriffinJin/Awesome-Language-Model-on-Graphs?

  pass
  ⚠AI did not name PeterGriffinJin/Awesome-Language-Model-on-Graphs — likely talking about a different project

  AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

• If a team adopts PeterGriffinJin/Awesome-Language-Model-on-Graphs in production, what risks or prerequisites should they evaluate first?

  pass
  ✓AI named PeterGriffinJin/Awesome-Language-Model-on-Graphs explicitly

  AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

• In one sentence, what problem does the repo PeterGriffinJin/Awesome-Language-Model-on-Graphs solve, and who is the primary audience?

  pass
  ⚠AI did not name PeterGriffinJin/Awesome-Language-Model-on-Graphs — likely talking about a different project

  AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?