LLM-Papers

What can LLMs do for KGs? Or, in other words, what role can KG play in the era of LLMs?

🙌 This repository collects papers integrating knowledge graphs (KGs) and RAG for large language models (LLMs).

😎 Welcome to recommend missing papers through Adding Issues or Pull Requests.

🔔 News

Content

• 📜 Papers
  • 🔖 Surveys
  • ⚙ Methods
  • 🧰 Resources

---

Papers

Surveys

• [arxiv] A Survey on Large Language Models for Code Generation. 2024.06
• [arxiv] Retrieval-Augmented Generation for AI-Generated Content: A Survey. 2024.02

Method-KG

• [ICML 2024] Coarse-to-Fine Highlighting: Reducing Knowledge Hallucination in Large Language Models. 2024.10 already read

Method-RAG

• [ICLR 2025] LightRAG: Simple and Fast Retrieval-Augmented Generation. 2024.10 already read
• [arxiv] From Local to Global: A Graph RAG Approach to Query-Focused Summarization. 2024.04 already read
• [ICLR 2025] KnowTrace: Explicit Knowledge Tracing for Structured Retrieval-Augmented Generation. 2024.10
• [ICLR 2025] Inference Scaling for Long-Context Retrieval Augmented Generation. 2024.10

Method-RACG

• [ICLR 2025] Context-Augmented Code Generation Using Programming Knowledge Graphs. 2024.10 already read
• [ICLR 2025] RepoGraph: Enhancing AI Software Engineering with Repository-level Code Graph. 2024.10
• [arxiv] CODEXGRAPH: Bridging Large Language Models and Code Repositories via Code Graph Databases. 2024.08
• [arxiv] GraphCoder: Enhancing Repository-Level Code Completion via Code Context Graph-based Retrieval and Language Model. 2024.06
• [ACL 2024] Dataflow-Guided Retrieval Augmentation for Repository-Level Code Completion. 2024.05
• [arxiv] RepoHYPER: : Search-Expand-Refine on Semantic Graphs for Repository-Level Code Completion. 2024.03
• [arxiv] ARKS: Active Retrieval in Knowledge Soup for Code Generation. 2024.02
• [EMNLP 2023] RepoCoder: Repository-Level Code Completion Through Iterative Retrieval and Generation. 2023.03
• [ICLR 2023] DocPrompting: GENERATING CODE BY RETRIEVING THE DOCS. 2022.07
• [ACL 2022] ReACC: A Retrieval-Augmented Code Completion Framework. 2022.03
• [EMNLP Findings 2021] Retrieval Augmented Code Generation and Summarization. 2021.08
• [ICLR 2021] Retrieval-Augmented Generation for Code Summarization via Hybrid GNN. 2020.06

Method-Others

• [ICLR 2025] Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models. 2024.11

Resources and Benchmarking

• [arxiv] CodeRAG-Bench: Can Retrieval Augment Code Generation?. 2024.06 already read

Contribution

👥 Contributors

🎉 Contributing ( welcome ! )

• ✨ Add a new paper or update an existing KG/RAG-related LLM paper.
• 🧐 Use the same format as existing entries to describe the work.
• 😄 A very brief explanation why you think a paper should be added or updated is recommended (Not Neccessary) via Adding Issues or Pull Requests.

Don't worry if you put something wrong, they will be fixed for you. Just feel free to contribute and promote your awesome work here! 🤩 We'll get back to you in time ~ 😉