Seven Failure Points When Engineering a Retrieval Augmented Generation System

11 January 2024

Papers citing "Seven Failure Points When Engineering a Retrieval Augmented Generation System"

46 / 46 papers shown

Title
Finetune-RAG: Fine-Tuning Language Models to Resist Hallucination in Retrieval-Augmented Generation Zhan Peng Lee Andre Lin Calvin Tan RALM HILM 27 0 0 16 May 2025
Optimizing Retrieval-Augmented Generation: Analysis of Hyperparameter Impact on Performance and Efficiency Adel Ammar Anis Koubaa Omer Nacar W. Boulila RALM 3DV 37 0 0 13 May 2025
MARK: Memory Augmented Refinement of Knowledge Anish Ganguli Prabal Deb Debleena Banerjee CLL 74 0 0 08 May 2025
Talk Before You Retrieve: Agent-Led Discussions for Better RAG in Medical QA Xuanzhao Dong Wenhui Zhu Hao Wang Xiwen Chen Peijie Qiu Rui Yin Yi Su Y. Wang RALM MedIm 52 0 0 30 Apr 2025
FinSage: A Multi-aspect RAG System for Financial Filings Question Answering Xinyu Wang Jijun Chi Zhenghan Tai Tung Sum Thomas Kwok Muzhi Li ... Suyuchen Wang Yihong Wu Jerry Huang Jingrui Tian Ling Zhou 79 0 0 20 Apr 2025
RAG Without the Lag: Interactive Debugging for Retrieval-Augmented Generation Pipelines Quentin Romero Lauro Shreya Shankar Sepanta Zeighami Aditya G. Parameswaran 26 0 0 18 Apr 2025
OnRL-RAG: Real-Time Personalized Mental Health Dialogue System Ahsan Bilal Beiyu Lin OffRL RALM AI4MH 44 1 0 02 Apr 2025
CyberBOT: Towards Reliable Cybersecurity Education via Ontology-Grounded Retrieval Augmented Generation Chengshuai Zhao Riccardo De Maria Tharindu Kumarage Kumar Satvik Chaudhary Garima Agrawal Yiwen Li Jongchan Park Yuli Deng Yiran Chen Huan Liu 41 0 0 01 Apr 2025
Context-Aware Human Behavior Prediction Using Multimodal Large Language Models: Challenges and Insights Yuchen Liu Lino Lerch Luigi Palmieri Andrey Rudenko Sebastian Koch Timo Ropinski Marco Aiello 60 0 0 01 Apr 2025
Unlocking the Potential of Past Research: Using Generative AI to Reconstruct Healthcare Simulation Models Thomas Monks Alison Harper Amy Heather 46 0 0 27 Mar 2025
Self-Corrective Task Planning by Inverse Prompting with Large Language Models Jiho Lee Hayun Lee Jonghyeon Kim Kyungjae Lee Eunwoo Kim LRM 67 0 0 10 Mar 2025
Accodemy: AI Powered Code Learning Platform to Assist Novice Programmers in Overcoming the Fear of Coding M.A.F. Aamina V. Kavishcan W.M.P.B.B. Jayaratne K.K.D.S.N. Kannangara A.A. Aamil Achini Adikari 44 0 0 09 Mar 2025
Graph-Augmented Reasoning: Evolving Step-by-Step Knowledge Graph Retrieval for LLM Reasoning Wenjie Wu Yongcheng Jing Yingjie Wang Wenbin Hu Dacheng Tao RALM LRM 66 2 0 03 Mar 2025
CONSTRUCTA: Automating Commercial Construction Schedules in Fabrication Facilities with Large Language Models Yifan Zhang Xue Yang 48 0 0 17 Feb 2025
Visual RAG: Expanding MLLM visual knowledge without fine-tuning Mirco Bonomo Simone Bianco VLM 73 5 0 18 Jan 2025
Generating a Low-code Complete Workflow via Task Decomposition and RAG Orlando Marquez Ayala Patrice Béchard 65 1 0 29 Nov 2024
Towards a Reliable Offline Personal AI Assistant for Long Duration Spaceflight Oliver Bensch Leonie Bensch Tommy Nilsson Florian Saling Wafa Sadri Carsten Hartmann Tobias Hecking J. Nathan Kutz 16 0 0 21 Oct 2024
Application of NotebookLM, a Large Language Model with Retrieval-Augmented Generation, for Lung Cancer Staging Ryota Tozuka H. Johno Akitomo Amakawa Junichi Sato Mizuki Muto Shri Kiran Srinivasan Atsushi Komaba Hiroshi Onishi RALM LM&MA 20 6 0 08 Oct 2024
Contrastive Learning to Improve Retrieval for Real-world Fact Checking Aniruddh Sriram Fangyuan Xu Eunsol Choi Greg Durrett 30 1 0 07 Oct 2024
RAGProbe: An Automated Approach for Evaluating RAG Applications Shangeetha Sivasothy Scott Barnett Stefanus Kurniawan Zafaryab Rasool Rajesh Vasa 39 5 0 24 Sep 2024
A RAG Approach for Generating Competency Questions in Ontology Engineering Xueli Pan Jacco van Ossenbruggen Victor de Boer Zhisheng Huang 23 0 0 13 Sep 2024
Recent Advances in Attack and Defense Approaches of Large Language Models Jing Cui Yishi Xu Zhewei Huang Shuchang Zhou Jianbin Jiao Junge Zhang PILM AAML 57 1 0 05 Sep 2024
HyPA-RAG: A Hybrid Parameter Adaptive Retrieval-Augmented Generation System for AI Legal and Policy Applications Rishi Kalra Zekun Wu Ayesha Gulley Airlie Hilliard Xin Guan Adriano Soares Koshiyama Philip C. Treleaven RALM AILaw 54 5 0 29 Aug 2024
LRP4RAG: Detecting Hallucinations in Retrieval-Augmented Generation via Layer-wise Relevance Propagation Haichuan Hu Yuhan Sun Quanjun Zhang 43 4 0 28 Aug 2024
CommunityKG-RAG: Leveraging Community Structures in Knowledge Graphs for Advanced Retrieval-Augmented Generation in Fact-Checking Rong-Ching Chang Jiawei Zhang 49 2 0 16 Aug 2024
ConfusedPilot: Confused Deputy Risks in RAG-based LLMs Ayush RoyChowdhury Mulong Luo Prateek Sahu Sarbartha Banerjee Mohit Tiwari SILM 45 0 0 09 Aug 2024
RAG Foundry: A Framework for Enhancing LLMs for Retrieval Augmented Generation Daniel Fleischer Moshe Berchansky Moshe Wasserblat Peter Izsak 3DV 58 4 0 05 Aug 2024
Introducing a new hyper-parameter for RAG: Context Window Utilization Kush Juvekar A. Purwar 40 3 0 29 Jul 2024
FACTS About Building Retrieval Augmented Generation-based Chatbots Rama Akkiraju Anbang Xu Deepak Bora Tan Yu Lu An ... Nave Algarici Jacob Liberman Joey Conway Sonu Nayyar Justin Boitano 55 8 0 10 Jul 2024
R^2AG: Incorporating Retrieval Information into Retrieval Augmented Generation Fuda Ye Shuangyin Li Yongqi Zhang L. Chen 37 0 0 19 Jun 2024
Can Long-Context Language Models Subsume Retrieval, RAG, SQL, and More? Jinhyuk Lee Anthony Chen Zhuyun Dai Dheeru Dua Devendra Singh Sachan ... Jeremy R. Cole Sebastian Riedel Iftekhar Naim Ming-Wei Chang Kelvin Guu RALM LRM 58 30 0 19 Jun 2024
Fine-Tuning or Fine-Failing? Debunking Performance Myths in Large Language Models Scott Barnett Zac Brannelly Stefanus Kurniawan Sheng Wong LRM 27 1 0 17 Jun 2024
Superhuman performance in urology board questions by an explainable large language model enabled for context integration of the European Association of Urology guidelines: the UroBot study Martin J. Hetz Nicolas Carl Sarah Haggenmüller Christoph Wies Maurice Stephan Michel Frederik Wessels T. Brinker ELM 34 0 0 03 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
RE-Adapt: Reverse Engineered Adaptation of Large Language Models William Fleshman Benjamin Van Durme VLM 29 3 0 23 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
Incorporating External Knowledge and Goal Guidance for LLM-based Conversational Recommender Systems Chuang Li Yang Deng Hengchang Hu Min-Yen Kan Haizhou Li 29 8 0 03 May 2024
When to Retrieve: Teaching LLMs to Utilize Information Retrieval Effectively Tiziano Labruna Jon Ander Campos Gorka Azkune 26 10 0 30 Apr 2024
AdapterSwap: Continuous Training of LLMs with Data Removal and Access-Control Guarantees William Fleshman Aleem Khan Marc Marone Benjamin Van Durme CLL KELM 58 3 0 12 Apr 2024
CONFLARE: CONFormal LArge language model REtrieval Pouria Rouzrokh S. Faghani Cooper Gamble Moein Shariatnia Bradley J. Erickson 3DV RALM 42 2 0 04 Apr 2024
Dialectical Alignment: Resolving the Tension of 3H and Security Threats of LLMs Shu Yang Jiayuan Su Han Jiang Mengdi Li Keyuan Cheng Muhammad Asif Ali Lijie Hu Di Wang 35 5 0 30 Mar 2024
Retrieval-Augmented Generation for AI-Generated Content: A Survey Penghao Zhao Hailin Zhang Qinhan Yu Zhengren Wang Yunteng Geng Fangcheng Fu Ling Yang Wentao Zhang Jie Jiang Bin Cui 3DV 115 228 0 29 Feb 2024
T-RAG: Lessons from the LLM Trenches M. Fatehkia J. Lucas Sanjay Chawla LLMAG 37 21 0 12 Feb 2024
Financial Report Chunking for Effective Retrieval Augmented Generation Antonio Jimeno-Yepes Yao You Jan Milczek Sebastian Laverde Renyu Li 45 20 0 05 Feb 2024
Development and Testing of a Novel Large Language Model-Based Clinical Decision Support Systems for Medication Safety in 12 Clinical Specialties J. Ong Liyuan Jin Kabilan Elangovan Gilbert Yong San Lim D. Lim ... Xiang Chen J. Chng A. Than Ken Junyang Goh Daniel Ting 15 7 0 29 Jan 2024
HyKGE: A Hypothesis Knowledge Graph Enhanced Framework for Accurate and Reliable Medical LLMs Responses Xinke Jiang Ruizhe Zhang Yongxin Xu Rihong Qiu Yue Fang ... Jinyi Tang Hongxin Ding Xu Chu Junfeng Zhao Yasha Wang RALM 29 20 0 26 Dec 2023