The Power of Noise: Redefining Retrieval for RAG Systems

26 January 2024

Papers citing "The Power of Noise: Redefining Retrieval for RAG Systems"

25 / 25 papers shown

Title
Traceback of Poisoning Attacks to Retrieval-Augmented Generation Baolei Zhang Haoran Xin Minghong Fang Zhuqing Liu Biao Yi Tong Li Zheli Liu SILM AAML 62 0 0 30 Apr 2025
LLaVE: Large Language and Vision Embedding Models with Hardness-Weighted Contrastive Learning Zhibin Lan Liqiang Niu Fandong Meng Jie Zhou Jinsong Su VLM 67 0 0 04 Mar 2025
Oreo: A Plug-in Context Reconstructor to Enhance Retrieval-Augmented Generation Sha Li Naren Ramakrishnan RALM KELM 149 1 0 18 Feb 2025
SearchRAG: Can Search Engines Be Helpful for LLM-based Medical Question Answering? Yucheng Shi Tianze Yang Canyu Chen Quanzheng Li Tianming Liu X. Li Ninghao Liu MedIm 46 2 0 18 Feb 2025
MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Xuejiao Zhao Siyan Liu Su-Yin Yang C. Miao 118 4 0 06 Feb 2025
From Cool Demos to Production-Ready FMware: Core Challenges and a Technology Roadmap Gopi Krishnan Rajbahadur G. Oliva Dayi Lin Ahmed E. Hassan 41 1 0 28 Jan 2025
LLMs as Repositories of Factual Knowledge: Limitations and Solutions Seyed Mahed Mousavi Simone Alghisi Giuseppe Riccardi KELM 47 0 0 22 Jan 2025
Decomposition Dilemmas: Does Claim Decomposition Boost or Burden Fact-Checking Performance? Qisheng Hu Quanyu Long Wenya Wang 69 4 0 17 Oct 2024
KcMF: A Knowledge-compliant Framework for Schema and Entity Matching with Fine-tuning-free LLMs Yongqin Xu Huan Li Ke Chen Lidan Shou 43 2 0 16 Oct 2024
Unleashing Multi-Hop Reasoning Potential in Large Language Models through Repetition of Misordered Context Sangwon Yu Ik-hwan Kim Jongyoon Song Saehyung Lee Junsung Park Sungroh Yoon LRM 65 0 0 09 Oct 2024
Towards Fair RAG: On the Impact of Fair Ranking in Retrieval-Augmented Generation To Eun Kim Fernando Diaz 51 2 0 17 Sep 2024
W-RAG: Weakly Supervised Dense Retrieval in RAG for Open-domain Question Answering Jinming Nian Zhiyuan Peng Qifan Wang Yi Fang RALM 70 2 0 15 Aug 2024
Automated Review Generation Method Based on Large Language Models Shican Wu Xiao Ma Dehui Luo Lulu Li Xiangcheng Shi ... Ran Luo Chunlei Pei Zhijian Zhao Zhi-Jian Zhao Jinlong Gong 69 0 0 30 Jul 2024
Better RAG using Relevant Information Gain Marc Pickett Jeremy Hartman Ayan Kumar Bhowmick Raquib-ul Alam Aditya Vempaty RALM 28 3 0 16 Jul 2024
A Tale of Trust and Accuracy: Base vs. Instruct LLMs in RAG Systems Florin Cuconasu Giovanni Trappolini Nicola Tonellotto Fabrizio Silvestri 51 2 0 21 Jun 2024
Hallucination-Free? Assessing the Reliability of Leading AI Legal Research Tools Varun Magesh Faiz Surani Matthew Dahl Mirac Suzgun Christopher D. Manning Daniel E. Ho HILM ELM AILaw 27 65 0 30 May 2024
Evaluation of Retrieval-Augmented Generation: A Survey Hao Yu Aoran Gan Kai Zhang Shiwei Tong Qi Liu Zhaofeng Liu 3DV 57 79 0 13 May 2024
From Matching to Generation: A Survey on Generative Information Retrieval Xiaoxi Li Jiajie Jin Yujia Zhou Yuyao Zhang Peitian Zhang Yutao Zhu Zhicheng Dou 3DV 67 45 0 23 Apr 2024
Improving Health Question Answering with Reliable and Time-Aware Evidence Retrieval Juraj Vladika Florian Matthes RALM 23 5 0 12 Apr 2024
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 147 621 0 17 Oct 2023
ChatGPT Hallucinates when Attributing Answers Guido Zuccon Bevan Koopman Razia Shaik RALM LRM HILM 41 25 0 17 Sep 2023
Adaptive Chameleon or Stubborn Sloth: Revealing the Behavior of Large Language Models in Knowledge Conflicts Jian Xie Kai Zhang Jiangjie Chen Renze Lou Yu-Chuan Su RALM 198 152 0 22 May 2023
Multimodal Neural Databases Giovanni Trappolini Andrea Santilli Emanuele Rodolà A. Halevy Fabrizio Silvestri 35 10 0 02 May 2023
Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation Ofir Press Noah A. Smith M. Lewis 245 695 0 27 Aug 2021
Pretrained Transformers for Text Ranking: BERT and Beyond Jimmy J. Lin Rodrigo Nogueira Andrew Yates VLM 214 607 0 13 Oct 2020