Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering

2 July 2020

Papers citing "Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering"

50 / 747 papers shown

Title
Harnessing Multi-Role Capabilities of Large Language Models for Open-Domain Question Answering Hongda Sun Yuxuan Liu Chengwei Wu Haiyu Yan Cheng Tai Xin Gao Shuo Shang Rui Yan 30 7 0 08 Mar 2024
ALTO: An Efficient Network Orchestrator for Compound AI Systems Keshav Santhanam Deepti Raghavan Muhammad Shahir Rahman Thejas Venkatesh Neha Kunjal Pratiksha Thaker Philip Levis Matei A. Zaharia 29 1 0 07 Mar 2024
Reliable, Adaptable, and Attributable Language Models with Retrieval Akari Asai Zexuan Zhong Danqi Chen Pang Wei Koh Luke Zettlemoyer Hanna Hajishirzi Wen-tau Yih KELM RALM 49 54 0 05 Mar 2024
To Generate or to Retrieve? On the Effectiveness of Artificial Contexts for Medical Open-Domain Question Answering Giacomo Frisoni Alessio Cocchieri Alex Presepi Gianluca Moro Zaiqiao Meng RALM MedIm 52 15 0 04 Mar 2024
LocalRQA: From Generating Data to Locally Training, Testing, and Deploying Retrieval-Augmented QA Systems Xiao Yu Yunan Lu Zhou Yu RALM 34 6 0 01 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 Tengjiao Wang 3DV 132 232 0 29 Feb 2024
Approaching Human-Level Forecasting with Language Models Danny Halawi Fred Zhang Chen Yueh-Han Jacob Steinhardt 50 29 0 28 Feb 2024
Cutting Off the Head Ends the Conflict: A Mechanism for Interpreting and Mitigating Knowledge Conflicts in Language Models Zhuoran Jin Pengfei Cao Hongbang Yuan Yubo Chen Jiexin Xu Huaijun Li Xiaojian Jiang Kang Liu Jun Zhao 188 37 0 28 Feb 2024
A Survey on Recent Advances in LLM-Based Multi-turn Dialogue Systems Zihao Yi Jiarui Ouyang Yuwen Liu Tianhao Liao Zhe Xu Ying Shen LLMAG LRM 62 58 0 28 Feb 2024
Researchy Questions: A Dataset of Multi-Perspective, Decompositional Questions for LLM Web Agents Corby Rosset Ho-Lam Chung Guanghui Qin Ethan C. Chau Zhuo Feng Ahmed Hassan Awadallah Jennifer Neville Nikhil Rao 53 10 0 27 Feb 2024
REAR: A Relevance-Aware Retrieval-Augmented Framework for Open-Domain Question Answering Yuhao Wang Ruiyang Ren Junyi Li Wayne Xin Zhao Jing Liu Ji-Rong Wen RALM 45 9 0 27 Feb 2024
Long-Context Language Modeling with Parallel Context Encoding Howard Yen Tianyu Gao Danqi Chen 35 43 0 26 Feb 2024
Pre-training Cross-lingual Open Domain Question Answering with Large-scale Synthetic Supervision Fan Jiang Tom Drummond Trevor Cohn CLIP ELM LRM 31 3 0 26 Feb 2024
UniRetriever: Multi-task Candidates Selection for Various Context-Adaptive Conversational Retrieval Hongru Wang Boyang Xue Baohang Zhou Rui Wang Fei Mi Weichao Wang Yasheng Wang Kam-Fai Wong 41 3 0 26 Feb 2024
Citation-Enhanced Generation for LLM-based Chatbots Weitao Li Junkai Li Weizhi Ma Yang Liu 68 17 0 25 Feb 2024
Self-Retrieval: Building an Information Retrieval System with One Large Language Model Qiaoyu Tang Jiawei Chen Bowen Yu Yaojie Lu Cheng Fu ... Fei Huang Xianpei Han Xianpei Han Le Sun Yongbin Li KELM 48 0 0 23 Feb 2024
Faithful Temporal Question Answering over Heterogeneous Sources Zhen Jia Philipp Christmann Gerhard Weikum 33 10 0 23 Feb 2024
Analysing The Impact of Sequence Composition on Language Model Pre-Training Yu Zhao Yuanbin Qu Konrad Staniszewski Szymon Tworkowski Wei Liu Piotr Milo's Yuxiang Wu Pasquale Minervini 34 14 0 21 Feb 2024
MORE: Multi-mOdal REtrieval Augmented Generative Commonsense Reasoning Wanqing Cui Keping Bi J. Guo Xueqi Cheng SyDa ReLM RALM LRM 37 8 0 21 Feb 2024
ActiveRAG: Revealing the Treasures of Knowledge via Active Learning Zhipeng Xu Zhenghao Liu Yibin Liu Chenyan Xiong Yukun Yan Shuo Wang Shi Yu Zhiyuan Liu Ge Yu VLM 44 3 0 21 Feb 2024
ARL2: Aligning Retrievers for Black-box Large Language Models via Self-guided Adaptive Relevance Labeling Lingxi Zhang Yue Yu Kuan-Chieh Jackson Wang Chao Zhang VLM RALM 30 4 0 21 Feb 2024
Retrieval Helps or Hurts? A Deeper Dive into the Efficacy of Retrieval Augmentation to Language Models Seiji Maekawa Hayate Iso Sairam Gurajada Nikita Bhutani RALM KELM 45 14 0 21 Feb 2024
Small Models, Big Insights: Leveraging Slim Proxy Models To Decide When and What to Retrieve for LLMs Jiejun Tan Zhicheng Dou Yutao Zhu Peidong Guo Kun Fang Ji-Rong Wen 47 24 0 19 Feb 2024
Discerning and Resolving Knowledge Conflicts through Adaptive Decoding with Contextual Information-Entropy Constraint Xiaowei Yuan Zhao Yang Yequan Wang Shengping Liu Jun Zhao Kang Liu 21 7 0 19 Feb 2024
Metacognitive Retrieval-Augmented Large Language Models Yujia Zhou Zheng Liu Jiajie Jin Jian-yun Nie Zhicheng Dou RALM KELM AIFin LRM 37 16 0 18 Feb 2024
When Do LLMs Need Retrieval Augmentation? Mitigating LLMs' Overconfidence Helps Retrieval Augmentation Shiyu Ni Keping Bi J. Guo Xueqi Cheng RALM 32 32 0 18 Feb 2024
BlendFilter: Advancing Retrieval-Augmented Large Language Models via Query Generation Blending and Knowledge Filtering Haoyu Wang Ruirui Li Haoming Jiang Jinjin Tian Zhengyang Wang Chen Luo Xianfeng Tang Monica Cheng Tuo Zhao Jing Gao RALM KELM 41 16 0 16 Feb 2024
SPAR: Personalized Content-Based Recommendation via Long Engagement Attention Chiyu Zhang Yifei Sun Jun Chen Jie Lei Muhammad Abdul-Mageed Sinong Wang Rong Jin Sem Park Ning Yao Bo Long RALM VLM 30 3 0 16 Feb 2024
Grounding Language Model with Chunking-Free In-Context Retrieval Hongjin Qian Zheng Liu Kelong Mao Yujia Zhou Zhicheng Dou 50 14 0 15 Feb 2024
A Human-Inspired Reading Agent with Gist Memory of Very Long Contexts Kuang-Huei Lee Xinyun Chen Hiroki Furuta John F. Canny Ian S. Fischer RALM 55 29 0 15 Feb 2024
PreFLMR: Scaling Up Fine-Grained Late-Interaction Multi-modal Retrievers Weizhe Lin Jingbiao Mei Jinghong Chen Bill Byrne VLM AI4Ed 82 17 0 13 Feb 2024
VerAs: Verify then Assess STEM Lab Reports Berk Atil Mahsa Sheikhi Karizaki R. Passonneau 8 0 0 07 Feb 2024
Retrieve to Explain: Evidence-driven Predictions with Language Models Ravi Patel Angus Brayne Rogier E Hintzen Daniel Jaroslawicz Georgiana Neculae Dane S. Corneil 19 2 0 06 Feb 2024
Knowledge Generation for Zero-shot Knowledge-based VQA Rui Cao Jing Jiang 28 2 0 04 Feb 2024
GeReA: Question-Aware Prompt Captions for Knowledge-based Visual Question Answering Ziyu Ma Shutao Li Bin Sun Jianfei Cai Zuxiang Long Fuyan Ma 34 2 0 04 Feb 2024
Factuality of Large Language Models in the Year 2024 Yuxia Wang Minghan Wang Muhammad Arslan Manzoor Fei Liu Georgi Georgiev Rocktim Jyoti Das Preslav Nakov LRM HILM 38 7 0 04 Feb 2024
eXplainable Bayesian Multi-Perspective Generative Retrieval EuiYul Song Philhoon Oh Sangryul Kim James Thorne BDL 38 0 0 04 Feb 2024
CorpusLM: Towards a Unified Language Model on Corpus for Knowledge-Intensive Tasks Xiaoxi Li Zhicheng Dou Yujia Zhou Fangchao Liu RALM 40 14 0 02 Feb 2024
ChatQA: Surpassing GPT-4 on Conversational QA and RAG Zihan Liu Ming-Yu Liu Rajarshi Roy Peng Xu Chankyu Lee M. Shoeybi Bryan Catanzaro ALM RALM AI4MH 18 39 0 18 Jan 2024
Hallucination Detection and Hallucination Mitigation: An Investigation Junliang Luo Tianyu Li Di Wu Michael R. M. Jenkin Steve Liu Gregory Dudek HILM LLMAG 46 22 0 16 Jan 2024
JustiLM: Few-shot Justification Generation for Explainable Fact-Checking of Real-world Claims Fengzhu Zeng Wei Gao 41 15 0 16 Jan 2024
Bridging the Preference Gap between Retrievers and LLMs Zixuan Ke Weize Kong Cheng-rong Li Mingyang Zhang Qiaozhu Mei Michael Bendersky RALM 28 29 0 13 Jan 2024
Seven Failure Points When Engineering a Retrieval Augmented Generation System Scott Barnett Stefanus Kurniawan Srikanth Thudumu Zach Brannelly Mohamed Abdelrazek 44 82 0 11 Jan 2024
Cross-modal Retrieval for Knowledge-based Visual Question Answering Paul Lerner Olivier Ferret C. Guinaudeau 33 7 0 11 Jan 2024
SPEER: Sentence-Level Planning of Long Clinical Summaries via Embedded Entity Retrieval Griffin Adams Jason Zucker Noémie Elhadad 32 4 0 04 Jan 2024
ReFusion: Improving Natural Language Understanding with Computation-Efficient Retrieval Representation Fusion Shangyu Wu Ying Xiong Yufei Cui Xue Liu Buzhou Tang Tei-Wei Kuo Chun Jason Xue 34 2 0 04 Jan 2024
Align on the Fly: Adapting Chatbot Behavior to Established Norms Chunpu Xu Steffi Chern Ethan Chern Ge Zhang Zekun Wang Ruibo Liu Jing Li Jie Fu Pengfei Liu 24 20 0 26 Dec 2023
Turning English-centric LLMs Into Polyglots: How Much Multilinguality Is Needed? Tannon Kew Florian Schottmann Rico Sennrich LRM 34 36 0 20 Dec 2023
UniGen: A Unified Generative Framework for Retrieval and Question Answering with Large Language Models Xiaoxi Li Yujia Zhou Zhicheng Dou RALM 27 11 0 18 Dec 2023
Dense X Retrieval: What Retrieval Granularity Should We Use? Tong Chen Hongwei Wang Sihao Chen Wenhao Yu Kaixin Ma Xinran Zhao Hongming Zhang Dong Yu 30 30 0 11 Dec 2023