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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JMLR: Joint Medical LLM and Retrieval Training for Enhancing Reasoning and Professional Question Answering Capability Junda Wang Zhichao Yang Zonghai Yao Hong-ye Yu BDL AI4MH LRM 40 31 0 27 Feb 2024
Fast Adversarial Attacks on Language Models In One GPU Minute Vinu Sankar Sadasivan Shoumik Saha Gaurang Sriramanan Priyatham Kattakinda Atoosa Malemir Chegini S. Feizi MIALM 43 34 0 23 Feb 2024
The Good and The Bad: Exploring Privacy Issues in Retrieval-Augmented Generation (RAG) Shenglai Zeng Jiankun Zhang Pengfei He Yue Xing Yiding Liu ... Jie Ren Shuaiqiang Wang Dawei Yin Yi Chang Jiliang Tang SILM 44 68 0 23 Feb 2024
Assisting in Writing Wikipedia-like Articles From Scratch with Large Language Models Yijia Shao Yucheng Jiang Theodore A. Kanell Peter Xu Omar Khattab Monica S. Lam LLMAG KELM 44 35 0 22 Feb 2024
Unveiling the Magic: Investigating Attention Distillation in Retrieval-augmented Generation Zizhong Li Haopeng Zhang Jiawei Zhang RALM 51 1 0 19 Feb 2024
Enhancing Retrieval Processes for Language Generation with Augmented Queries Julien Pierre Edmond Ghali Kosuke Shima Koichi Moriyama Atsuko Mutoh N. Inuzuka RALM 6 0 0 06 Feb 2024
Hallucination is Inevitable: An Innate Limitation of Large Language Models Ziwei Xu Sanjay Jain Mohan S. Kankanhalli HILM LRM 71 218 0 22 Jan 2024
Temporal Insight Enhancement: Mitigating Temporal Hallucination in Multimodal Large Language Models Li Sun Liuan Wang Jun Sun Takayuki Okatani MLLM 19 0 0 18 Jan 2024
README: Bridging Medical Jargon and Lay Understanding for Patient Education through Data-Centric NLP Zonghai Yao Nandyala Siddharth Kantu Guanghao Wei Hieu Tran Zhangqi Duan Sunjae Kwon Zhichao Yang Readme annotation team Hong-ye Yu 29 7 0 24 Dec 2023
Towards Verifiable Text Generation with Evolving Memory and Self-Reflection Hao Sun Hengyi Cai Bo Wang Yingyan Hou Xiaochi Wei Shuaiqiang Wang Yan Zhang Dawei Yin 41 9 0 14 Dec 2023
Learning to Break: Knowledge-Enhanced Reasoning in Multi-Agent Debate System Haotian Wang Xiyuan Du Weijiang Yu Qianglong Chen Kun Zhu Zheng Chu Lian Yan Yi Guan 32 10 0 08 Dec 2023
Effective Large Language Model Adaptation for Improved Grounding and Citation Generation Xi Ye Ruoxi Sun Sercan Ö. Arik Tomas Pfister HILM 34 25 0 16 Nov 2023
Fidelity-Enriched Contrastive Search: Reconciling the Faithfulness-Diversity Trade-Off in Text Generation Wei-Lin Chen Cheng-Kuang Wu Hsin-Hsi Chen Chung-Chi Chen HILM 26 6 0 23 Oct 2023
Language Models Hallucinate, but May Excel at Fact Verification Jian Guan Jesse Dodge David Wadden Minlie Huang Hao Peng LRM HILM 34 28 0 23 Oct 2023
Diversify Question Generation with Retrieval-Augmented Style Transfer Qi Gou Zehua Xia Bowen Yu Haiyang Yu Fei Huang Yongbin Li Nguyen Cam-Tu RALM 35 12 0 23 Oct 2023
Factored Verification: Detecting and Reducing Hallucination in Summaries of Academic Papers Charlie George Andreas Stuhlmuller HILM 25 5 0 16 Oct 2023
Who Are All The Stochastic Parrots Imitating? They Should Tell Us! Sagi Shaier Lawrence E Hunter K. Wense 36 3 0 16 Oct 2023
A New Benchmark and Reverse Validation Method for Passage-level Hallucination Detection Shiping Yang Renliang Sun Xiao-Yi Wan HILM 40 41 0 10 Oct 2023
We are what we repeatedly do: Inducing and deploying habitual schemas in persona-based responses Benjamin Kane Lenhart Schubert 44 0 0 10 Oct 2023
Reformulating Domain Adaptation of Large Language Models as Adapt-Retrieve-Revise Zhen Wan Yating Zhang Yexiang Wang Fei Cheng Sadao Kurohashi CLL AILaw 34 10 0 05 Oct 2023
AutoConv: Automatically Generating Information-seeking Conversations with Large Language Models Siheng Li Cheng Yang Yichun Yin Xinyu Zhu Ze-Long Cheng Lifeng Shang Xin Jiang Qun Liu Yujiu Yang SyDa 35 3 0 12 Aug 2023
PokemonChat: Auditing ChatGPT for Pokémon Universe Knowledge Laura Cabello Jiaang Li Ilias Chalkidis ELM AI4MH LRM 16 2 0 05 Jun 2023
Knowledge Graph-Augmented Language Models for Knowledge-Grounded Dialogue Generation Minki Kang Jin Myung Kwak Jinheon Baek Sung Ju Hwang RALM 16 57 0 30 May 2023
Model-Based Simulation for Optimising Smart Reply Benjamin Towle Ke Zhou 32 1 0 26 May 2023
Editing Common Sense in Transformers Anshita Gupta Debanjan Mondal Akshay Krishna Sheshadri Wenlong Zhao Xiang Lorraine Li Sarah Wiegreffe Niket Tandon KELM 47 22 0 24 May 2023
FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation Sewon Min Kalpesh Krishna Xinxi Lyu M. Lewis Wen-tau Yih Pang Wei Koh Mohit Iyyer Luke Zettlemoyer Hannaneh Hajishirzi HILM ALM 65 606 0 23 May 2023
ToolkenGPT: Augmenting Frozen Language Models with Massive Tools via Tool Embeddings Shibo Hao Tianyang Liu Zhen Wang Zhiting Hu RALM LLMAG 60 173 0 19 May 2023
A Survey of Safety and Trustworthiness of Large Language Models through the Lens of Verification and Validation Xiaowei Huang Wenjie Ruan Wei Huang Gao Jin Yizhen Dong ... Sihao Wu Peipei Xu Dengyu Wu André Freitas Mustafa A. Mustafa ALM 45 83 0 19 May 2023
Leveraging Large Language Models in Conversational Recommender Systems Luke Friedman Sameer Ahuja David Allen Zhenning Tan Hakim Sidahmed ... Ajay Patel Harsh Lara Brian Chu Zexiang Chen Manoj Kumar Tiwari 32 104 0 13 May 2023
Synergistic Interplay between Search and Large Language Models for Information Retrieval Jiazhan Feng Chongyang Tao Xiubo Geng Tao Shen Can Xu Guodong Long Dongyan Zhao Daxin Jiang KELM 63 5 0 12 May 2023
Elastic Weight Removal for Faithful and Abstractive Dialogue Generation Nico Daheim Nouha Dziri Mrinmaya Sachan Iryna Gurevych E. Ponti MoMe 34 30 0 30 Mar 2023
cTBLS: Augmenting Large Language Models with Conversational Tables Anirudh S. Sundar Larry Heck LMTD 21 7 0 21 Mar 2023
CoTEVer: Chain of Thought Prompting Annotation Toolkit for Explanation Verification Seungone Kim Se June Joo Yul Jang Hyungjoo Chae Jinyoung Yeo LRM 22 12 0 07 Mar 2023
Search-Engine-augmented Dialogue Response Generation with Cheaply Supervised Query Production Ante Wang Linfeng Song Qi Liu Haitao Mi Longyue Wang Zhaopeng Tu Jinsong Su Dong Yu 22 12 0 16 Feb 2023
Multi-Tenant Optimization For Few-Shot Task-Oriented FAQ Retrieval Asha Vishwanathan R. Warrier G. V. Suresh Chandrashekhar Kandpal 13 2 0 25 Jan 2023
Opening up Minds with Argumentative Dialogues Youmna Farag C. Brand Jacopo Amidei P. Piwek Tom Stafford Svetlana Stoyanchev Andreas Vlachos AI4CE 28 5 0 16 Jan 2023
Leveraging Large Language Models to Power Chatbots for Collecting User Self-Reported Data Jing Wei Sungdong Kim Hyunhoon Jung Young-Ho Kim 27 82 0 14 Jan 2023
Diving Deep into Modes of Fact Hallucinations in Dialogue Systems Souvik Das Sougata Saha Rohini Srihari HILM 15 30 0 11 Jan 2023
You Truly Understand What I Need: Intellectual and Friendly Dialogue Agents grounding Knowledge and Persona J. Lim Myunghoon Kang Yuna Hur Seung-Ju Jung Jinsung Kim ... Dongyub Lee Hyesung Ji Donghoon Shin Seung Wook Kim Heu-Jeoung Lim HILM 25 8 0 06 Jan 2023
Ontologically Faithful Generation of Non-Player Character Dialogues Nathaniel Weir Ryan Thomas Randolph DÁmore Kellie Hill Benjamin Van Durme Harsh Jhamtani 31 6 0 20 Dec 2022
Contrastive Learning Reduces Hallucination in Conversations Weiwei Sun Zhengliang Shi Shen Gao Pengjie Ren Maarten de Rijke Z. Ren 42 62 0 20 Dec 2022
Query Enhanced Knowledge-Intensive Conversation via Unsupervised Joint Modeling Mingzhu Cai Siqi Bao Xin Tian H. He Fan Wang Hua Wu 25 5 0 19 Dec 2022
Evaluating Step-by-Step Reasoning through Symbolic Verification Yi-Fan Zhang Hanlin Zhang Li Erran Li Eric P. Xing ReLM LRM 19 8 0 16 Dec 2022
Document-Level Abstractive Summarization Gonçalo Raposo Afonso Raposo Ana Sofia Carmo 27 1 0 06 Dec 2022
KPT: Keyword-guided Pre-training for Grounded Dialog Generation Qi Zhu Fei Mi Zheng Zhang Yasheng Wang Yitong Li Xin Jiang Qun Liu Xiaoyan Zhu Minlie Huang 24 5 0 04 Dec 2022
RHO ( $ρ$ ): Reducing Hallucination in Open-domain Dialogues with Knowledge Grounding Ziwei Ji Zihan Liu Nayeon Lee Tiezheng Yu Bryan Wilie Mini Zeng Pascale Fung HILM 23 53 0 03 Dec 2022
DocuT5: Seq2seq SQL Generation with Table Documentation E. Soare Iain Mackie Jeffrey Stephen Dalton LMTD 42 2 0 11 Nov 2022
Eliciting Knowledge from Large Pre-Trained Models for Unsupervised Knowledge-Grounded Conversation Yanyang Li Jianqiao Zhao M. Lyu Liwei Wang 21 15 0 03 Nov 2022
Controllable Factuality in Document-Grounded Dialog Systems Using a Noisy Channel Model Nico Daheim David Thulke Christian Dugast Hermann Ney HILM 19 4 0 31 Oct 2022
Evaluating Parameter Efficient Learning for Generation Peng Xu M. Patwary Shrimai Prabhumoye Virginia Adams R. Prenger Ming-Yu Liu Nayeon Lee M. Shoeybi Bryan Catanzaro MoE 33 3 0 25 Oct 2022