Unraveling and Mitigating Retriever Inconsistencies in Retrieval-Augmented Large Language Models

31 May 2024

Papers citing "Unraveling and Mitigating Retriever Inconsistencies in Retrieval-Augmented Large Language Models"

29 / 29 papers shown

Title
Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity Soyeong Jeong Jinheon Baek Sukmin Cho Sung Ju Hwang Jong C. Park RALM 66 177 0 21 Mar 2024
Retrieval-Augmented Generation for Large Language Models: A Survey Yunfan Gao Yun Xiong Xinyu Gao Kangxiang Jia Jinliu Pan Yuxi Bi Yi Dai Jiawei Sun Meng Wang Haofen Wang 3DV RALM 152 1,767 1 18 Dec 2023
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 254 754 0 17 Oct 2023
RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation Fangyuan Xu Weijia Shi Eunsol Choi RALM 77 156 0 06 Oct 2023
FreshLLMs: Refreshing Large Language Models with Search Engine Augmentation Tu Vu Mohit Iyyer Xuezhi Wang Noah Constant Jerry W. Wei ... Chris Tar Yun-hsuan Sung Denny Zhou Quoc Le Thang Luong KELM HILM LRM 97 216 0 05 Oct 2023
Making Retrieval-Augmented Language Models Robust to Irrelevant Context Ori Yoran Tomer Wolfson Ori Ram Jonathan Berant RALM LRM 73 213 0 02 Oct 2023
Investigating the Factual Knowledge Boundary of Large Language Models with Retrieval Augmentation Ruiyang Ren Yuhao Wang Yingqi Qu Wayne Xin Zhao Qingbin Liu Hao Tian Huaqin Wu Ji-Rong Wen Haifeng Wang RALM KELM 90 135 0 20 Jul 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 296 11,858 0 18 Jul 2023
Lost in the Middle: How Language Models Use Long Contexts Nelson F. Liu Kevin Lin John Hewitt Ashwin Paranjape Michele Bevilacqua Fabio Petroni Percy Liang RALM 106 1,589 0 06 Jul 2023
WebGLM: Towards An Efficient Web-Enhanced Question Answering System with Human Preferences Xiao Liu Hanyu Lai Hao Yu Yifan Xu Aohan Zeng Zhengxiao Du Peng Zhang Yuxiao Dong Jie Tang 45 100 0 13 Jun 2023
Enabling Large Language Models to Generate Text with Citations Tianyu Gao Howard Yen Jiatong Yu Danqi Chen LM&MA HILM 84 349 0 24 May 2023
Exploring the Limits of ChatGPT for Query or Aspect-based Text Summarization Xianjun Yang Yan Li Xinlu Zhang Haifeng Chen Wei Cheng AI4MH 69 183 0 16 Feb 2023
Large Language Models Can Be Easily Distracted by Irrelevant Context Freda Shi Xinyun Chen Kanishka Misra Nathan Scales David Dohan Ed H. Chi Nathanael Scharli Denny Zhou ReLM RALM LRM 101 583 0 31 Jan 2023
In-Context Retrieval-Augmented Language Models Ori Ram Yoav Levine Itay Dalmedigos Dor Muhlgay Amnon Shashua Kevin Leyton-Brown Y. Shoham KELM RALM LRM 85 596 0 31 Jan 2023
When Not to Trust Language Models: Investigating Effectiveness of Parametric and Non-Parametric Memories Alex Troy Mallen Akari Asai Victor Zhong Rajarshi Das Daniel Khashabi Hannaneh Hajishirzi RALM HILM KELM 105 591 0 20 Dec 2022
Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions H. Trivedi Niranjan Balasubramanian Tushar Khot Ashish Sabharwal KELM RALM LRM 107 457 0 20 Dec 2022
Large Language Models with Controllable Working Memory Daliang Li A. S. Rawat Manzil Zaheer Xin Wang Michal Lukasik Andreas Veit Felix X. Yu Surinder Kumar KELM 113 169 0 09 Nov 2022
Rich Knowledge Sources Bring Complex Knowledge Conflicts: Recalibrating Models to Reflect Conflicting Evidence Hung-Ting Chen Michael J.Q. Zhang Eunsol Choi RALM HILM 105 97 0 25 Oct 2022
Generate rather than Retrieve: Large Language Models are Strong Context Generators Wenhao Yu Dan Iter Shuohang Wang Yichong Xu Mingxuan Ju Soumya Sanyal Chenguang Zhu Michael Zeng Meng Jiang RALM AIMat 307 336 0 21 Sep 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 516 3,646 0 21 Mar 2022
Teaching language models to support answers with verified quotes Jacob Menick Maja Trebacz Vladimir Mikulik John Aslanides Francis Song ... Mia Glaese Susannah Young Lucy Campbell-Gillingham G. Irving Nat McAleese ELM RALM 294 265 0 21 Mar 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 179 1,275 0 17 Dec 2021
Unsupervised Dense Information Retrieval with Contrastive Learning Gautier Izacard Mathilde Caron Lucas Hosseini Sebastian Riedel Piotr Bojanowski Armand Joulin Edouard Grave RALM 189 902 0 16 Dec 2021
Time-Aware Language Models as Temporal Knowledge Bases Bhuwan Dhingra Jeremy R. Cole Julian Martin Eisenschlos D. Gillick Jacob Eisenstein William W. Cohen KELM 93 279 0 29 Jun 2021
Dense Passage Retrieval for Open-Domain Question Answering Vladimir Karpukhin Barlas Oğuz Sewon Min Patrick Lewis Ledell Yu Wu Sergey Edunov Danqi Chen Wen-tau Yih RALM 192 3,762 0 10 Apr 2020
BERTScore: Evaluating Text Generation with BERT Tianyi Zhang Varsha Kishore Felix Wu Kilian Q. Weinberger Yoav Artzi 324 5,814 0 21 Apr 2019
TriviaQA: A Large Scale Distantly Supervised Challenge Dataset for Reading Comprehension Mandar Joshi Eunsol Choi Daniel S. Weld Luke Zettlemoyer RALM 204 2,654 0 09 May 2017
Reading Wikipedia to Answer Open-Domain Questions Danqi Chen Adam Fisch Jason Weston Antoine Bordes RALM 112 2,015 0 31 Mar 2017
A large annotated corpus for learning natural language inference Samuel R. Bowman Gabor Angeli Christopher Potts Christopher D. Manning 313 4,284 0 21 Aug 2015