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 large language models (LLMs).
😎 Welcome to recommend missing papers through Adding Issues or Pull Requests.
- 2023-06-12 We create this repository to maintain a paper list on Intergrating Knowledge Graphs and Large Language Models.
Todo:
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Fine-grained classification of papers
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Update paper project / code
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Wiki page for brief paper introduction
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- [arxiv] Unifying Large Language Models and Knowledge Graphs: A Roadmap.
2023.06[Repo] - [arxiv] ChatGPT is not Enough: Enhancing Large Language Models with Knowledge Graphs for Fact-aware Language Modeling.
2023.06 - [arxiv] A Survey of Knowledge-Enhanced Pre-trained Language Models.
2023.05 - [arxiv] Large Language Models and Knowledge Graphs: Opportunities and Challenges.
2023.08
- [arxiv] AutoAlign: Fully Automatic and Effective Knowledge Graph Alignment enabled by Large Language Models.
2023.07 - [arxiv] Using Large Language Models for Zero-Shot Natural Language Generation from Knowledge Graphs.
2023.07 - [arxiv] Think-on-Graph: Deep and Responsible Reasoning of Large Language Model with Knowledge Graph.
2023.07 - [arxiv] Exploring the Potential of Large Language Models (LLMs) in Learning on Graphs.
2023.07 - [arxiv] Exploring Large Language Model for Graph Data Understanding in Online Job Recommendations.
2023.07 - [arxiv] RecallM: An Architecture for Temporal Context Understanding and Question Answering.
2023.07 - [arxiv] LLM-assisted Knowledge Graph Engineering: Experiments with ChatGPT.
2023.07 - [arxiv] Iterative Zero-Shot LLM Prompting for Knowledge Graph Construction.
2023.07 - [arxiv] Fine-tuning Large Enterprise Language Models via Ontological Reasoning.
2023.06 - [arxiv] Snowman: A Million-scale Chinese Commonsense Knowledge Graph Distilled from Foundation Model
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2023.06tech reportKG construction - [arxiv] Knowledge-Augmented Language Model Prompting for Zero-Shot Knowledge Graph Question Answering.
2023.06 - [arxiv] Fine-tuning Large Enterprise Language Models via Ontological Reasoning.
2023.06 - [arxiv] Enhancing Knowledge Graph Construction Using Large Language Models.
2023.05 - [arxiv] ChatGraph: Interpretable Text Classification by Converting ChatGPT Knowledge to Graphs.
2023.05 - [ACL 2023] FactKG: Fact Verification via Reasoning on Knowledge Graphs.
2023.05 - [arxiv] HiPrompt: Few-Shot Biomedical Knowledge Fusion via Hierarchy-Oriented Prompting.
2023.04 - [arxiv] StructGPT: A General Framework for Large Language Model to Reason over Structured Data.
2023.05 - [arxiv] Explanations as Features: LLM-Based Features for Text-Attributed Graphs.
2023.05 - [arxiv] LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities.
2023.05 - [arxiv] Can Language Models Solve Graph Problems in Natural Language?
2023.05 - [arxiv] Knowledge Graph Completion Models are Few-shot Learners: An Empirical Study of Relation Labeling in E-commerce with LLMs.
2023.05 - [arxiv] Can large language models generate salient negative statements?
2023.05 - [arxiv] GPT4Graph: Can Large Language Models Understand Graph Structured Data ? An Empirical Evaluation and Benchmarking.
2023.05 - [arxiv] Complex Logical Reasoning over Knowledge Graphs using Large Language Models.
2023.05[Repo] - [arxiv] Causal Reasoning and Large Language Models: Opening a New Frontier for Causality.
2023.04 - [arxiv] Can large language models build causal graphs?
2023.04 - [arxiv] Using Multiple RDF Knowledge Graphs for Enriching ChatGPT Responses.
2023.04 - [arxiv] Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Augmented by ChatGPT.
2023.04 - [arxiv] Structured prompt interrogation and recursive extraction of semantics (SPIRES): A method for populating knowledge bases using zero-shot learning.
2023.04[Repo]
- [arxiv] Ontology Enrichment from Texts: A Biomedical Dataset for Concept Discovery and Placement.
2023.06 - [arxiv] Xiezhi: An Ever-Updating Benchmark for Holistic Domain Knowledge Evaluation.
2023.06 - [arxiv] LambdaKG: A Library for Pre-trained Language Model-Based Knowledge Graph Embeddings
2023.03[Repo]
- ✨ Add a new paper or update an existing KG-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 IssuesorPull 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 ~ 😉