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Collections including paper arxiv:2404.16130

GraphRAG Papers

Research relating graphs and GenAI. For discussion, find dedicated threads on https://discord.gg/graphrag

PathRAG: Pruning Graph-based Retrieval Augmented Generation with Relational Paths

Paper • 2502.14902 • Published 22 days ago • 1
Agentic Deep Graph Reasoning Yields Self-Organizing Knowledge Networks

Paper • 2502.13025 • Published 22 days ago • 1
A-MEM: Agentic Memory for LLM Agents

Paper • 2502.12110 • Published 22 days ago • 2
KARMA: Leveraging Multi-Agent LLMs for Automated Knowledge Graph Enrichment

Paper • 2502.06472 • Published 30 days ago • 2

From Local to Global: A Graph RAG Approach to Query-Focused Summarization

Paper • 2404.16130 • Published Apr 24, 2024 • 5
RAG Foundry: A Framework for Enhancing LLMs for Retrieval Augmented Generation

Paper • 2408.02545 • Published Aug 5, 2024 • 37

Graph-enhanced RAG

using knowledge graphs in RAG for grounding LLM results

Knowing When to Ask -- Bridging Large Language Models and Data

Paper • 2409.13741 • Published Sep 10, 2024 • 1
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 Nov 13, 2023 • 2
Increasing the LLM Accuracy for Question Answering: Ontologies to the Rescue!

Paper • 2405.11706 • Published May 20, 2024 • 2
Retrieval-Augmented Generation with Knowledge Graphs for Customer Service Question Answering

Paper • 2404.17723 • Published Apr 26, 2024 • 2

Beyond Chain-of-Thought: A Survey of Chain-of-X Paradigms for LLMs

Paper • 2404.15676 • Published Apr 24, 2024
How faithful are RAG models? Quantifying the tug-of-war between RAG and LLMs' internal prior

Paper • 2404.10198 • Published Apr 16, 2024 • 7
RAFT: Adapting Language Model to Domain Specific RAG

Paper • 2403.10131 • Published Mar 15, 2024 • 70
FaaF: Facts as a Function for the evaluation of RAG systems

Paper • 2403.03888 • Published Mar 6, 2024

MADLAD-400: A Multilingual And Document-Level Large Audited Dataset

Paper • 2309.04662 • Published Sep 9, 2023 • 23
Neurons in Large Language Models: Dead, N-gram, Positional

Paper • 2309.04827 • Published Sep 9, 2023 • 17
Optimize Weight Rounding via Signed Gradient Descent for the Quantization of LLMs

Paper • 2309.05516 • Published Sep 11, 2023 • 10
DrugChat: Towards Enabling ChatGPT-Like Capabilities on Drug Molecule Graphs

Paper • 2309.03907 • Published May 18, 2023 • 12

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