MegaRAG: Multimodal Knowledge Graph-Based Retrieval Augmented Generation

By: Chi-Hsiang Hsiao, Yi-Cheng Wang, Tzung-Sheng Lin, Yi-Ren Yeh, Chu-Song Chen

Published: 2025-12-25

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Abstract

This paper introduces MegaRAG, a novel framework for Retrieval Augmented Generation that leverages both multimodal data and knowledge graphs. It aims to enhance the accuracy and relevance of generated content by integrating rich contextual information from various modalities and structured knowledge. This approach promises significant improvements for intelligent systems requiring accurate and context-aware responses.

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MegaRAG: Multimodal Knowledge Graph-Based Retrieval Augmented Generation | ArXiv Intelligence