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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Title
Retrieval Augmentation for Commonsense Reasoning: A Unified Approach W. Yu Chenguang Zhu Zhihan Zhang Shuohang Wang Zhuosheng Zhang Yuwei Fang Meng Jiang LRM ReLM 15 19 0 23 Oct 2022
Plausible May Not Be Faithful: Probing Object Hallucination in Vision-Language Pre-training Wenliang Dai Zihan Liu Ziwei Ji Dan Su Pascale Fung MLLM VLM 32 62 0 14 Oct 2022
Q-TOD: A Query-driven Task-oriented Dialogue System Xin Tian Yingzhan Lin Mengfei Song Siqi Bao Fan Wang H. He Shuqi Sun Hua Wu 26 19 0 14 Oct 2022
Retrieval Augmentation for T5 Re-ranker using External Sources Kai Hui Tao Chen Zhen Qin Honglei Zhuang Fernando Diaz Michael Bendersky Donald Metzler RALM LRM 28 1 0 11 Oct 2022
State-of-the-art generalisation research in NLP: A taxonomy and review Dieuwke Hupkes Mario Giulianelli Verna Dankers Mikel Artetxe Yanai Elazar ... Leila Khalatbari Maria Ryskina Rita Frieske Ryan Cotterell Zhijing Jin 121 94 0 06 Oct 2022
Improving the Domain Adaptation of Retrieval Augmented Generation (RAG) Models for Open Domain Question Answering Shamane Siriwardhana Rivindu Weerasekera Elliott Wen Tharindu Kaluarachchi R. Rana Suranga Nanayakkara VLM 14 161 0 06 Oct 2022
FiD-Light: Efficient and Effective Retrieval-Augmented Text Generation Sebastian Hofstatter Jiecao Chen K. Raman Hamed Zamani RALM 63 77 0 28 Sep 2022
PEER: A Collaborative Language Model Timo Schick Jane Dwivedi-Yu Zhengbao Jiang Fabio Petroni Patrick Lewis Gautier Izacard Qingfei You Christoforos Nalmpantis Edouard Grave Sebastian Riedel ALM 50 93 0 24 Aug 2022
Forecasting Future World Events with Neural Networks Andy Zou Tristan Xiao Ryan Jia Joe Kwon Mantas Mazeika Richard Li Dawn Song Jacob Steinhardt Owain Evans Dan Hendrycks 30 22 0 30 Jun 2022
Link the World: Improving Open-domain Conversation with Dynamic Spatiotemporal-aware Knowledge Han Zhou Xinchao Xu Wenquan Wu Zheng-Yu Niu Hua Wu Siqi Bao Fan Wang Haifeng Wang KELM 29 7 0 28 Jun 2022
Grounding in social media: An approach to building a chit-chat dialogue model Ritvik Choudhary Daisuke Kawahara 13 4 0 12 Jun 2022
Teaching Models to Express Their Uncertainty in Words Stephanie C. Lin Jacob Hilton Owain Evans OOD 29 366 0 28 May 2022
Down and Across: Introducing Crossword-Solving as a New NLP Benchmark Saurabh Kulshreshtha Olga Kovaleva Namrata Shivagunde Anna Rumshisky ELM LRM 32 4 0 20 May 2022
KETOD: Knowledge-Enriched Task-Oriented Dialogue Zhiyu Zoey Chen Bing-Quan Liu Seungwhan Moon Chinnadhurai Sankar Paul A. Crook William Yang Wang 27 19 0 11 May 2022
Lexical Knowledge Internalization for Neural Dialog Generation Zhiyong Wu Wei Bi Xiang Li Lingpeng Kong B. Kao 21 2 0 04 May 2022
On the Origin of Hallucinations in Conversational Models: Is it the Datasets or the Models? Nouha Dziri Sivan Milton Mo Yu Osmar Zaiane Siva Reddy HILM 19 188 0 17 Apr 2022
Probing Factually Grounded Content Transfer with Factual Ablation Peter West Chris Quirk Michel Galley Yejin Choi HILM 30 9 0 18 Mar 2022
Internet-augmented language models through few-shot prompting for open-domain question answering Angeliki Lazaridou E. Gribovskaya Wojciech Stokowiec N. Grigorev KELM LRM 20 131 0 10 Mar 2022
Dialogue Summaries as Dialogue States (DS2), Template-Guided Summarization for Few-shot Dialogue State Tracking Jamin Shin Hangyeol Yu Hyeongdon Moon Andrea Madotto Juneyoung Park 30 29 0 03 Mar 2022
Survey of Hallucination in Natural Language Generation Ziwei Ji Nayeon Lee Rita Frieske Tiezheng Yu D. Su ... Delong Chen Wenliang Dai Ho Shu Chan Andrea Madotto Pascale Fung HILM LRM 67 2,243 0 08 Feb 2022
WebGPT: Browser-assisted question-answering with human feedback Reiichiro Nakano Jacob Hilton S. Balaji Jeff Wu Ouyang Long ... Gretchen Krueger Kevin Button Matthew Knight B. Chess John Schulman ALM RALM 102 1,202 0 17 Dec 2021
CONQRR: Conversational Query Rewriting for Retrieval with Reinforcement Learning Zeqiu Wu Yi Luan Hannah Rashkin David Reitter Hannaneh Hajishirzi Mari Ostendorf Gaurav Singh Tomar LRM 20 76 0 16 Dec 2021
Knowledge-Grounded Dialogue Generation with a Unified Knowledge Representation Yu Li Baolin Peng Yelong Shen Yi Mao Lars Liden Zhou Yu Jianfeng Gao 19 53 0 15 Dec 2021
Am I Me or You? State-of-the-Art Dialogue Models Cannot Maintain an Identity Kurt Shuster Jack Urbanek Arthur Szlam Jason Weston HILM 24 24 0 10 Dec 2021
Improving language models by retrieving from trillions of tokens Sebastian Borgeaud A. Mensch Jordan Hoffmann Trevor Cai Eliza Rutherford ... Simon Osindero Karen Simonyan Jack W. Rae Erich Elsen Laurent Sifre KELM RALM 90 1,024 0 08 Dec 2021
Reason first, then respond: Modular Generation for Knowledge-infused Dialogue Leonard Adolphs Kurt Shuster Jack Urbanek Arthur Szlam Jason Weston KELM LRM 209 41 0 09 Nov 2021
Hindsight: Posterior-guided training of retrievers for improved open-ended generation Ashwin Paranjape Omar Khattab Christopher Potts Matei A. Zaharia Christopher D. Manning RALM 72 43 0 14 Oct 2021
Attention-guided Generative Models for Extractive Question Answering Peng Xu Davis Liang Zhiheng Huang Bing Xiang 38 18 0 12 Oct 2021
Advances in Multi-turn Dialogue Comprehension: A Survey Zhuosheng Zhang Hai Zhao 29 21 0 11 Oct 2021
MFAQ: a Multilingual FAQ Dataset Maxime De Bruyn Ehsan Lotfi Jeska Buhmann Walter Daelemans RALM 50 21 0 27 Sep 2021
Exploring Prompt-based Few-shot Learning for Grounded Dialog Generation Chujie Zheng Minlie Huang 59 44 0 14 Sep 2021
What Changes Can Large-scale Language Models Bring? Intensive Study on HyperCLOVA: Billions-scale Korean Generative Pretrained Transformers Boseop Kim Hyoungseok Kim Sang-Woo Lee Gichang Lee Donghyun Kwak ... Jaewook Kang Inho Kang Jung-Woo Ha W. Park Nako Sung VLM 249 121 0 10 Sep 2021
RetGen: A Joint framework for Retrieval and Grounded Text Generation Modeling Yizhe Zhang Siqi Sun Xiang Gao Yuwei Fang Chris Brockett Michel Galley Jianfeng Gao Bill Dolan RALM 38 30 0 14 May 2021
Evaluating Attribution in Dialogue Systems: The BEGIN Benchmark Nouha Dziri Hannah Rashkin Tal Linzen David Reitter ALM 195 79 0 30 Apr 2021
Cross-Modal Retrieval Augmentation for Multi-Modal Classification Shir Gur Natalia Neverova C. Stauffer Ser-Nam Lim Douwe Kiela A. Reiter 19 26 0 16 Apr 2021
Distilling Knowledge from Reader to Retriever for Question Answering Gautier Izacard Edouard Grave RALM 185 251 0 08 Dec 2020
Knowledge-Grounded Dialogue Generation with Pre-trained Language Models Xueliang Zhao Wei Wu Can Xu Chongyang Tao Dongyan Zhao Rui Yan 191 192 0 17 Oct 2020
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 419 2,588 0 03 Sep 2019