Agentic Deep Graph Reasoning Yields Self-Organizing Knowledge Networks
Paper
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2502.13025
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Published
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1
GraphRAG Papers
Research relating graphs and GenAI. For discussion, find dedicated threads on https://discord.gg/graphrag
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KARMA: Leveraging Multi-Agent LLMs for Automated Knowledge Graph Enrichment
Paper • 2502.06472 • Published • 2 -
Agentic Reasoning: Reasoning LLMs with Tools for the Deep Research
Paper • 2502.04644 • Published • 2 -
GFM-RAG: Graph Foundation Model for Retrieval Augmented Generation
Paper • 2502.01113 • Published • 2 -
A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models
Paper • 2501.13958 • Published • 1 -
Zep: A Temporal Knowledge Graph Architecture for Agent Memory
Paper • 2501.13956 • Published • 1 -
SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented Generation
Paper • 2412.15272 • Published • 1 -
SynthCypher: A Fully Synthetic Data Generation Framework for Text-to-Cypher Querying in Knowledge Graphs
Paper • 2412.12612 • Published • 1 -
Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains
Paper • 2410.18415 • Published -
Plan-on-Graph: Self-Correcting Adaptive Planning of Large Language Model on Knowledge Graphs
Paper • 2410.23875 • Published -
AGENTiGraph: An Interactive Knowledge Graph Platform for LLM-based Chatbots Utilizing Private Data
Paper • 2410.11531 • Published -
StructRAG: Boosting Knowledge Intensive Reasoning of LLMs via Inference-time Hybrid Information Structurization
Paper • 2410.08815 • Published • 48 -
LightRAG: Simple and Fast Retrieval-Augmented Generation
Paper • 2410.05779 • Published • 4 -
Graph Retrieval-Augmented Generation: A Survey
Paper • 2408.08921 • Published • 4 -
HybridRAG: Integrating Knowledge Graphs and Vector Retrieval Augmented Generation for Efficient Information Extraction
Paper • 2408.04948 • Published • 1 -
Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented Generation
Paper • 2408.04187 • Published • 3 -
Path-based Algebraic Foundations of Graph Query Languages
Paper • 2407.04823 • Published -
GraphReader: Building Graph-based Agent to Enhance Long-Context Abilities of Large Language Models
Paper • 2406.14550 • Published • 4 -
Docs2KG: Unified Knowledge Graph Construction from Heterogeneous Documents Assisted by Large Language Models
Paper • 2406.02962 • Published • 1 -
Don't Forget to Connect! Improving RAG with Graph-based Reranking
Paper • 2405.18414 • Published • 1 -
GRAG: Graph Retrieval-Augmented Generation
Paper • 2405.16506 • Published • 1 -
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models
Paper • 2405.14831 • Published • 3 -
Increasing the LLM Accuracy for Question Answering: Ontologies to the Rescue!
Paper • 2405.11706 • Published • 2 -
Retrieval-Augmented Generation with Knowledge Graphs for Customer Service Question Answering
Paper • 2404.17723 • Published • 2 -
From Local to Global: A Graph RAG Approach to Query-Focused Summarization
Paper • 2404.16130 • Published • 4 -
GraphER: A Structure-aware Text-to-Graph Model for Entity and Relation Extraction
Paper • 2404.12491 • Published • 3 -
Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs
Paper • 2404.07103 • Published -
G-Retriever: Retrieval-Augmented Generation for Textual Graph Understanding and Question Answering
Paper • 2402.07630 • Published • 1 -
Topologies of Reasoning: Demystifying Chains, Trees, and Graphs of Thoughts
Paper • 2401.14295 • Published • 3 -
DiffKG: Knowledge Graph Diffusion Model for Recommendation
Paper • 2312.16890 • Published • 2 -
A Benchmark to Understand the Role of Knowledge Graphs on Large Language Model's Accuracy for Question Answering on Enterprise SQL Databases
Paper • 2311.07509 • Published • 2 -
Talk like a Graph: Encoding Graphs for Large Language Models
Paper • 2310.04560 • Published • 3 -
Think-on-Graph: Deep and Responsible Reasoning of Large Language Model on Knowledge Graph
Paper • 2307.07697 • Published -
Unifying Large Language Models and Knowledge Graphs: A Roadmap
Paper • 2306.08302 • Published • 3 -
Knowledge-Augmented Language Model Prompting for Zero-Shot Knowledge Graph Question Answering
Paper • 2306.04136 • Published • 1 -
FactKG: Fact Verification via Reasoning on Knowledge Graphs
Paper • 2305.06590 • Published -
AutoKG: Constructing Virtual Knowledge Graphs from Unstructured Documents for Question Answering
Paper • 2008.08995 • Published -
Ologs: a categorical framework for knowledge representation
Paper • 1102.1889 • Published • 1