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Collections including paper arxiv:2404.16130

GraphRAG Papers

DiffKG: Knowledge Graph Diffusion Model for Recommendation

Paper • 2312.16890 • Published Dec 28, 2023 • 2
Unifying Large Language Models and Knowledge Graphs: A Roadmap

Paper • 2306.08302 • Published Jun 14, 2023 • 3
Talk like a Graph: Encoding Graphs for Large Language Models

Paper • 2310.04560 • Published Oct 6, 2023 • 3
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

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

Paper • 2404.16130 • Published Apr 24 • 4
RAG Foundry: A Framework for Enhancing LLMs for Retrieval Augmented Generation

Paper • 2408.02545 • Published Aug 5 • 33

Graph-enhanced RAG

using knowledge graphs in RAG for grounding LLM results

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 • 2
Retrieval-Augmented Generation with Knowledge Graphs for Customer Service Question Answering

Paper • 2404.17723 • Published Apr 26 • 2
TRACE the Evidence: Constructing Knowledge-Grounded Reasoning Chains for Retrieval-Augmented Generation

Paper • 2406.11460 • Published Jun 17 • 2

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

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

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

Paper • 2403.10131 • Published Mar 15 • 67
FaaF: Facts as a Function for the evaluation of RAG systems

Paper • 2403.03888 • Published Mar 6

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

Paper • 2309.04662 • Published Sep 9, 2023 • 22
Neurons in Large Language Models: Dead, N-gram, Positional

Paper • 2309.04827 • Published Sep 9, 2023 • 16
Optimize Weight Rounding via Signed Gradient Descent for the Quantization of LLMs

Paper • 2309.05516 • Published Sep 11, 2023 • 9
DrugChat: Towards Enabling ChatGPT-Like Capabilities on Drug Molecule Graphs

Paper • 2309.03907 • Published May 18, 2023 • 8

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