Retrieval Augmentation Reduces Hallucination in Conversation

15 April 2021

Kurt Shuster

Spencer Poff

Moya Chen

Douwe Kiela

Jason Weston

HILM

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Papers citing "Retrieval Augmentation Reduces Hallucination in Conversation"

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Reasoning BO: Enhancing Bayesian Optimization with Long-Context Reasoning Power of LLMs Zhuo Yang Lingli Ge Dong Han Tianfan Fu Yuqiang Li 9 0 0 19 May 2025
An empathic GPT-based chatbot to talk about mental disorders with Spanish teenagers Alba María Mármol-Romero Manuel García-Vega Miguel Ángel García-Cumbreras Arturo Montejo-Ráez 35 3 0 09 May 2025
ZeroSearch: Incentivize the Search Capability of LLMs without Searching Hao Sun Zile Qiao Jiayan Guo Xuanbo Fan Yingyan Hou Yong Jiang Pengjun Xie Yan Zhang Fei Huang Jingren Zhou OffRL 61 2 0 07 May 2025
Retrieval Augmented Time Series Forecasting Sungwon Han Seungeon Lee M. Cha Sercan Ö. Arik Jinsung Yoon AI4TS 33 0 0 07 May 2025
Fine-Tuning Large Language Models and Evaluating Retrieval Methods for Improved Question Answering on Building Codes Mohammad Aqib Mohd Hamza Qipei Mei Ying Hei Chui RALM ELM 52 0 0 07 May 2025
EnronQA: Towards Personalized RAG over Private Documents Michael J. Ryan Danmei Xu Chris Nivera Daniel Campos SILM 67 0 0 01 May 2025
Detecting Manipulated Contents Using Knowledge-Grounded Inference Mark Huasong Meng Ruizhe Wang Meng Xu Chuan Yan Guangdong Bai 47 0 0 29 Apr 2025
RAG LLMs are Not Safer: A Safety Analysis of Retrieval-Augmented Generation for Large Language Models Bang An Shiyue Zhang Mark Dredze 61 0 0 25 Apr 2025
Leveraging LLMs for Utility-Focused Annotation: Reducing Manual Effort for Retrieval and RAG Hengran Zhang Minghao Tang Keping Bi J. Guo Shihao Liu Daiting Shi Dawei Yin Xueqi Cheng 19 0 0 07 Apr 2025
Cite Before You Speak: Enhancing Context-Response Grounding in E-commerce Conversational LLM-Agents Jingying Zeng Hui Liu Zhenwei Dai Xianfeng Tang Chen Luo Samarth Varshney Zhen Li Qi He HILM 64 1 0 05 Mar 2025
Towards Efficient Educational Chatbots: Benchmarking RAG Frameworks Umar Ali Khan Ekram Khan Fiza Khan A. A. Moinuddin 48 0 0 02 Mar 2025
LLM-QE: Improving Query Expansion by Aligning Large Language Models with Ranking Preferences Sijia Yao Pengcheng Huang Zhenghao Liu Yu Gu Yukun Yan S. Yu Ge Yu RALM 41 0 0 24 Feb 2025
Mitigating the Privacy Issues in Retrieval-Augmented Generation (RAG) via Pure Synthetic Data Shenglai Zeng Jiankun Zhang Pengfei He J. Ren Tianqi Zheng Hanqing Lu Han Xu Hui Liu Yue Xing Jiliang Tang 146 9 0 21 Feb 2025
Smoothing Out Hallucinations: Mitigating LLM Hallucination with Smoothed Knowledge Distillation Hieu Nguyen Zihao He Shoumik Atul Gandre Ujjwal Pasupulety Sharanya Kumari Shivakumar Kristina Lerman HILM 59 1 0 16 Feb 2025
Valuable Hallucinations: Realizable Non-realistic Propositions Qiucheng Chen Bo Wang LRM 59 0 0 16 Feb 2025
Ask in Any Modality: A Comprehensive Survey on Multimodal Retrieval-Augmented Generation Mohammad Mahdi Abootorabi Amirhosein Zobeiri Mahdi Dehghani Mohammadali Mohammadkhani Bardia Mohammadi Omid Ghahroodi M. Baghshah Ehsaneddin Asgari RALM 105 4 0 12 Feb 2025
IAO Prompting: Making Knowledge Flow Explicit in LLMs through Structured Reasoning Templates Aissatou Diallo Antonis Bikakis Luke Dickens Anthony Hunter Rob Miller LRM 36 0 0 05 Feb 2025
SEAL: Scaling to Emphasize Attention for Long-Context Retrieval Changhun Lee Jun-gyu Jin Younghyun Cho Eunhyeok Park LRM 56 0 0 28 Jan 2025
Towards Cross-Tokenizer Distillation: the Universal Logit Distillation Loss for LLMs Nicolas Boizard Kevin El Haddad C´eline Hudelot Pierre Colombo 75 15 0 28 Jan 2025
SimRAG: Self-Improving Retrieval-Augmented Generation for Adapting Large Language Models to Specialized Domains Ran Xu Hui Liu Sreyashi Nag Zhenwei Dai Yaochen Xie ... Chen Luo Yang Li Joyce C. Ho Carl Yang Qi He RALM 73 8 0 28 Jan 2025
ALoFTRAG: Automatic Local Fine Tuning for Retrieval Augmented Generation Peter Devine 45 0 0 21 Jan 2025
NL2KQL: From Natural Language to Kusto Query Amir H. Abdi Xinye Tang Jeremias Eichelbaum Mahan Das Alex Klein ... William Blum Daniel L Mace Tanvi Raja Namrata Padmanabhan Ye Xing 74 2 0 20 Jan 2025
C-FedRAG: A Confidential Federated Retrieval-Augmented Generation System Parker Addison Minh-Tuan H. Nguyen Tomislav Medan Jinali Shah Mohammad T. Manzari ... Chester Chen Daguang Xu Yan Cheng Andrew Feng Ziyue Xu 86 4 0 17 Dec 2024
Rate, Explain and Cite (REC): Enhanced Explanation and Attribution in Automatic Evaluation by Large Language Models Aliyah R. Hsu James Zhu Zhichao Wang Bin Bi Shubham Mehrotra ... Sougata Chaudhuri Regunathan Radhakrishnan S. Asur Claire Na Cheng Bin Yu ALM LRM 69 0 0 03 Nov 2024
Simple Is Effective: The Roles of Graphs and Large Language Models in Knowledge-Graph-Based Retrieval-Augmented Generation Mufei Li Siqi Miao Pan Li RALM 38 8 0 28 Oct 2024
Coarse-to-Fine Highlighting: Reducing Knowledge Hallucination in Large Language Models Qitan Lv Jie Wang Hanzhu Chen Bin Li Yongdong Zhang Feng Wu HILM 31 3 0 19 Oct 2024
RAG-DDR: Optimizing Retrieval-Augmented Generation Using Differentiable Data Rewards Xinze Li Sen Mei Zhenghao Liu Yukun Yan Shuo Wang ... Huimin Chen Ge Yu Zhiyuan Liu Maosong Sun Chenyan Xiong 50 7 0 17 Oct 2024
ReDeEP: Detecting Hallucination in Retrieval-Augmented Generation via Mechanistic Interpretability Zhongxiang Sun Xiaoxue Zang Kai Zheng Yang Song Jun Xu Xiao Zhang Weijie Yu Yang Song Han Li 57 7 0 15 Oct 2024
Automatic Curriculum Expert Iteration for Reliable LLM Reasoning Zirui Zhao Hanze Dong Amrita Saha Caiming Xiong Doyen Sahoo LRM 35 3 0 10 Oct 2024
Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in Multimodal Large Language Models Xin Zou Yizhou Wang Yibo Yan Yuanhuiyi Lyu Kening Zheng ... Junkai Chen Peijie Jiang Jiaheng Liu Chang Tang Xuming Hu 86 7 0 04 Oct 2024
Undesirable Memorization in Large Language Models: A Survey Ali Satvaty Suzan Verberne Fatih Turkmen ELM PILM 74 7 0 03 Oct 2024
Does RAG Introduce Unfairness in LLMs? Evaluating Fairness in Retrieval-Augmented Generation Systems Xuyang Wu Shuowei Li Hsin-Tai Wu Zhiqiang Tao Yi Fang 125 8 0 29 Sep 2024
Embodied-RAG: General Non-parametric Embodied Memory for Retrieval and Generation Quanting Xie So Yeon Min Tianyi Zhang Kedi Xu Aarav Bajaj Ruslan Salakhutdinov Matthew Johnson-Roberson Yonatan Bisk Matthew Johnson-Roberson Yonatan Bisk LM&Ro 55 7 0 26 Sep 2024
Measuring and Enhancing Trustworthiness of LLMs in RAG through Grounded Attributions and Learning to Refuse Maojia Song Shang Hong Sim Rishabh Bhardwaj Hai Leong Chieu Navonil Majumder Soujanya Poria 37 6 0 17 Sep 2024
AdaCAD: Adaptively Decoding to Balance Conflicts between Contextual and Parametric Knowledge Han Wang Archiki Prasad Elias Stengel-Eskin Joey Tianyi Zhou 82 5 0 11 Sep 2024
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 63 23 0 10 Sep 2024
Cost-Effective Hallucination Detection for LLMs Simon Valentin Jinmiao Fu Gianluca Detommaso Shaoyuan Xu Giovanni Zappella Bryan Wang HILM 42 4 0 31 Jul 2024
Large Language Models as Co-Pilots for Causal Inference in Medical Studies Ahmed Alaa Rachael V. Phillips Emre Kiciman Laura B. Balzer Mark van der Laan Maya L Petersen CML ELM LM&MA 46 0 0 26 Jul 2024
From Loops to Oops: Fallback Behaviors of Language Models Under Uncertainty Maor Ivgi Ori Yoran Jonathan Berant Mor Geva HILM 63 8 0 08 Jul 2024
When Search Engine Services meet Large Language Models: Visions and Challenges Haoyi Xiong Jiang Bian Yuchen Li Xuhong Li Jundong Li Shuaiqiang Wang Dawei Yin Sumi Helal 53 28 0 28 Jun 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
Satyrn: A Platform for Analytics Augmented Generation Marko Sterbentz Cameron Barrie Shubham Shahi Abhratanu Dutta Donna Hooshmand Harper Pack Kristian J. Hammond 36 0 0 17 Jun 2024
Know the Unknown: An Uncertainty-Sensitive Method for LLM Instruction Tuning Jiaqi Li Yixuan Tang Yi Yang 46 5 0 14 Jun 2024
A Probabilistic Framework for LLM Hallucination Detection via Belief Tree Propagation Bairu Hou Yang Zhang Jacob Andreas Shiyu Chang 77 5 0 11 Jun 2024
Evaluating the Retrieval Component in LLM-Based Question Answering Systems Ashkan Alinejad Krtin Kumar Ali Vahdat 64 5 0 10 Jun 2024
TimeChara: Evaluating Point-in-Time Character Hallucination of Role-Playing Large Language Models Jaewoo Ahn Taehyun Lee Junyoung Lim Jin-Hwa Kim Sangdoo Yun Hwaran Lee Gunhee Kim LLMAG HILM 37 12 0 28 May 2024
A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models Wenqi Fan Yujuan Ding Liang-bo Ning Shijie Wang Hengyun Li Dawei Yin Tat-Seng Chua Qing Li RALM 3DV 40 188 0 10 May 2024
Towards a Search Engine for Machines: Unified Ranking for Multiple Retrieval-Augmented Large Language Models Alireza Salemi Hamed Zamani 36 4 0 30 Apr 2024
ClashEval: Quantifying the tug-of-war between an LLM's internal prior and external evidence Kevin Wu Eric Wu James Zou AAML 61 40 0 16 Apr 2024
Boosting Conversational Question Answering with Fine-Grained Retrieval-Augmentation and Self-Check Linhao Ye Zhikai Lei Jia-Peng Yin Qin Chen Jie Zhou Liang He 3DV RALM 34 15 0 27 Mar 2024