The Power of Noise: Redefining Retrieval for RAG Systems

26 January 2024

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

33 / 33 papers shown

Title
The Hitchhikers Guide to Production-ready Trustworthy Foundation Model powered Software (FMware) Kirill Vasilevski Benjamin Rombaut Gopi Krishnan Rajbahadur G. Oliva Keheliya Gallaba ... Bouyan Chen Kishanthan Thangarajah Ahmed E. Hassan Zhen Ming Jiang 17 0 0 15 May 2025
Securing RAG: A Risk Assessment and Mitigation Framework Lukas Ammann Sara Ott Christoph R. Landolt Marco P. Lehmann SILM 36 0 0 13 May 2025
Optimizing Retrieval-Augmented Generation: Analysis of Hyperparameter Impact on Performance and Efficiency Adel Ammar Anis Koubaa Omer Nacar W. Boulila RALM 3DV 40 0 0 13 May 2025
Why Uncertainty Estimation Methods Fall Short in RAG: An Axiomatic Analysis Heydar Soudani Evangelos Kanoulas Faegheh Hasibi 36 0 0 12 May 2025
The Distracting Effect: Understanding Irrelevant Passages in RAG Chen Amiraz Florin Cuconasu Simone Filice Zohar Karnin 34 0 0 11 May 2025
Traceback of Poisoning Attacks to Retrieval-Augmented Generation Baolei Zhang Haoran Xin Minghong Fang Zhuqing Liu Biao Yi Tong Li Zheli Liu SILM AAML 66 0 0 30 Apr 2025
Model Context Protocol (MCP): Landscape, Security Threats, and Future Research Directions Xinyi Hou Yanjie Zhao Shenao Wang Haoyu Wang 55 18 0 30 Mar 2025
LLaVE: Large Language and Vision Embedding Models with Hardness-Weighted Contrastive Learning Zhibin Lan Liqiang Niu Fandong Meng Jie Zhou Jinsong Su VLM 69 2 0 04 Mar 2025
Chats-Grid: An Iterative Retrieval Q&A Optimization Scheme Leveraging Large Model and Retrieval Enhancement Generation in smart grid Yunfeng Li Jiqun Zhang Guofu Liao Xue Shi Junhong Liu 67 0 0 24 Feb 2025
SearchRAG: Can Search Engines Be Helpful for LLM-based Medical Question Answering? Yucheng Shi Tianze Yang Canyu Chen Quanzheng Li Tianming Liu Xuzhao Li Ninghao Liu MedIm 50 2 0 18 Feb 2025
Oreo: A Plug-in Context Reconstructor to Enhance Retrieval-Augmented Generation Sha Li Naren Ramakrishnan RALM KELM 154 1 0 18 Feb 2025
MedRAG: Enhancing Retrieval-augmented Generation with Knowledge Graph-Elicited Reasoning for Healthcare Copilot Xuejiao Zhao Siyan Liu Su-Yin Yang Chunyan Miao 126 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 46 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 149 5 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 50 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 72 0 0 09 Oct 2024
Towards Fair RAG: On the Impact of Fair Ranking in Retrieval-Augmented Generation To Eun Kim Fernando Diaz 56 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 75 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 77 0 0 30 Jul 2024
Better RAG using Relevant Information Gain Marc Pickett Jeremy Hartman Ayan Kumar Bhowmick Raquib-ul Alam Aditya Vempaty RALM 40 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 53 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 66 0 30 May 2024
Evaluating the External and Parametric Knowledge Fusion of Large Language Models Hao Zhang Yuyang Zhang Xiaoguang Li Wenxuan Shi Haonan Xu ... Yasheng Wang Lifeng Shang Qun Liu Yong-jin Liu Ruiming Tang KELM 41 4 0 29 May 2024
Evaluation of Retrieval-Augmented Generation: A Survey Hao Yu Aoran Gan Kai Zhang Shiwei Tong Qi Liu Zhaofeng Liu 3DV 62 82 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 84 46 0 23 Apr 2024
Improving Health Question Answering with Reliable and Time-Aware Evidence Retrieval Juraj Vladika Florian Matthes RALM 28 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 176 638 0 17 Oct 2023
ChatGPT Hallucinates when Attributing Answers Guido Zuccon Bevan Koopman Razia Shaik RALM LRM HILM 55 26 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 214 156 0 22 May 2023
Multimodal Neural Databases Giovanni Trappolini Andrea Santilli Emanuele Rodolà A. Halevy Fabrizio Silvestri 47 10 0 02 May 2023
Train Short, Test Long: Attention with Linear Biases Enables Input Length Extrapolation Ofir Press Noah A. Smith M. Lewis 253 698 0 27 Aug 2021
Pretrained Transformers for Text Ranking: BERT and Beyond Jimmy J. Lin Rodrigo Nogueira Andrew Yates VLM 239 611 0 13 Oct 2020