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Magic Mushroom: A Customizable Benchmark for Fine-grained Analysis of Retrieval Noise Erosion in RAG Systems

Main:9 Pages
32 Figures
Bibliography:5 Pages
9 Tables
Appendix:16 Pages
Abstract

Retrieval-Augmented Generation (RAG) systems enhance Large Language Models (LLMs) by incorporating external retrieved information, mitigating issues such as hallucination and outdated knowledge.

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@article{zhang2025_2506.03901,
  title={ Magic Mushroom: A Customizable Benchmark for Fine-grained Analysis of Retrieval Noise Erosion in RAG Systems },
  author={ Yuxin Zhang and Yan Wang and Yongrui Chen and Shenyu Zhang and Xinbang Dai and Sheng Bi and Guilin Qi },
  journal={arXiv preprint arXiv:2506.03901},
  year={ 2025 }
}
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