Peter Hen

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upvoted 14 papers 20 days ago

StructRAG: Boosting Knowledge Intensive Reasoning of LLMs via Inference-time Hybrid Information Structurization

Paper • 2410.08815 • Published 27 days ago • 40

GraphReader: Building Graph-based Agent to Enhance Long-Context Abilities of Large Language Models

Paper • 2406.14550 • Published Jun 20 • 4

KG-RAG: Bridging the Gap Between Knowledge and Creativity

Paper • 2405.12035 • Published May 20 • 2

PlanRAG: A Plan-then-Retrieval Augmented Generation for Generative Large Language Models as Decision Makers

Paper • 2406.12430 • Published Jun 18 • 7

GNN-RAG: Graph Neural Retrieval for Large Language Model Reasoning

Paper • 2405.20139 • Published May 30 • 3

Mix-of-Granularity: Optimize the Chunking Granularity for Retrieval-Augmented Generation

Paper • 2406.00456 • Published Jun 1 • 2

Graph Retrieval-Augmented Generation: A Survey

Paper • 2408.08921 • Published Aug 15 • 4

DiffKG: Knowledge Graph Diffusion Model for Recommendation

Paper • 2312.16890 • Published Dec 28, 2023 • 2

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

Paper • 2404.16130 • Published Apr 24 • 4

UniOQA: A Unified Framework for Knowledge Graph Question Answering with Large Language Models

Paper • 2406.02110 • Published Jun 4 • 2

TRACE the Evidence: Constructing Knowledge-Grounded Reasoning Chains for Retrieval-Augmented Generation

Paper • 2406.11460 • Published Jun 17 • 2

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

Paper • 2404.17723 • Published Apr 26 • 2

Increasing the LLM Accuracy for Question Answering: Ontologies to the Rescue!

Paper • 2405.11706 • Published May 20 • 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 Nov 13, 2023 • 2

upvoted a collection 20 days ago

Graph-enhanced RAG

Collection

using knowledge graphs in RAG for grounding LLM results • 24 items • Updated 17 days ago • 12