Simple Entity-Centric Questions Challenge Dense Retrievers

17 September 2021

Christopher Sciavolino

Papers citing "Simple Entity-Centric Questions Challenge Dense Retrievers"

44 / 94 papers shown

Title
Expand, Rerank, and Retrieve: Query Reranking for Open-Domain Question Answering Yung-Sung Chuang Wei Fang Shang-Wen Li Wen-tau Yih James R. Glass LRM 22 12 0 26 May 2023
Decomposing Complex Queries for Tip-of-the-tongue Retrieval Kevin Lin Kyle Lo Joseph E. Gonzalez Dan Klein ReLM LMTD 8 16 0 24 May 2023
BM25 Query Augmentation Learned End-to-End Xiaoyin Chen Sam Wiseman 25 0 0 23 May 2023
ReFIT: Relevance Feedback from a Reranker during Inference R. Reddy Pradeep Dasigi Md Arafat Sultan Arman Cohan Avirup Sil Heng Ji Hannaneh Hajishirzi 22 1 0 19 May 2023
Automatic Evaluation of Attribution by Large Language Models Xiang Yue Boshi Wang Ziru Chen Kai Zhang Yu-Chuan Su Huan Sun ALM LRM HILM 33 54 0 10 May 2023
Chain-of-Skills: A Configurable Model for Open-domain Question Answering Kaixin Ma Hao Cheng Yu Zhang Xiaodong Liu Eric Nyberg Jianfeng Gao LRM 20 15 0 04 May 2023
Rethinking Dense Retrieval's Few-Shot Ability Si Sun Yi-Wen Lu Shi Yu Xiangyang Li Zhonghua Li Zhao Cao Zhiyuan Liu Deiming Ye Jie Bao 8 0 0 12 Apr 2023
WebBrain: Learning to Generate Factually Correct Articles for Queries by Grounding on Large Web Corpus Hongjing Qian Yutao Zhu Zhicheng Dou Haoqi Gu Xinyu Zhang Zheng Liu Ruofei Lai Zhao Cao J. Nie Ji-Rong Wen 38 25 0 10 Apr 2023
Rethinking the Role of Token Retrieval in Multi-Vector Retrieval Jinhyuk Lee Zhuyun Dai Sai Meher Karthik Duddu Tao Lei Iftekhar Naim Ming-Wei Chang Vincent Zhao 19 15 0 04 Apr 2023
Retrieving Multimodal Information for Augmented Generation: A Survey Ruochen Zhao Hailin Chen Weishi Wang Fangkai Jiao Do Xuan Long ... Bosheng Ding Xiaobao Guo Minzhi Li Xingxuan Li Shafiq R. Joty 18 80 0 20 Mar 2023
Can a Frozen Pretrained Language Model be used for Zero-shot Neural Retrieval on Entity-centric Questions? Yasuto Hoshi Daisuke Miyashita Yasuhiro Morioka Youyang Ng Osamu Torii J. Deguchi 12 0 0 09 Mar 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 35 511 0 20 Dec 2022
To Adapt or to Annotate: Challenges and Interventions for Domain Adaptation in Open-Domain Question Answering Dheeru Dua Emma Strubell Sameer Singh Pat Verga OOD 37 3 0 20 Dec 2022
What Are You Token About? Dense Retrieval as Distributions Over the Vocabulary Ori Ram L. Bezalel Adi Zicher Yonatan Belinkov Jonathan Berant Amir Globerson 39 35 0 20 Dec 2022
LEAD: Liberal Feature-based Distillation for Dense Retrieval Hao-Lun Sun Xiao Liu Yeyun Gong Anlei Dong Jing Lu Yan Zhang Linjun Yang Rangan Majumder Nan Duan 58 2 0 10 Dec 2022
CITADEL: Conditional Token Interaction via Dynamic Lexical Routing for Efficient and Effective Multi-Vector Retrieval Minghan Li Sheng-Chieh Lin Barlas Oğuz Asish Ghoshal Jimmy J. Lin Yashar Mehdad Wen-tau Yih Xilun Chen 30 26 0 18 Nov 2022
Empowering Language Models with Knowledge Graph Reasoning for Question Answering Ziniu Hu Yichong Xu W. Yu Shuohang Wang Ziyi Yang Chenguang Zhu Kai-Wei Chang Yizhou Sun KELM RALM LRM 14 26 0 15 Nov 2022
Query-Specific Knowledge Graphs for Complex Finance Topics Iain Mackie Jeffrey Stephen Dalton 11 2 0 08 Nov 2022
Multi-Vector Retrieval as Sparse Alignment Yujie Qian Jinhyuk Lee Sai Meher Karthik Duddu Zhuyun Dai Siddhartha Brahma Iftekhar Naim Tao Lei Vincent Zhao 25 12 0 02 Nov 2022
RoMQA: A Benchmark for Robust, Multi-evidence, Multi-answer Question Answering Victor Zhong Weijia Shi Wen-tau Yih Luke Zettlemoyer 12 19 0 25 Oct 2022
Benchmarking Long-tail Generalization with Likelihood Splits Ameya Godbole Robin Jia ALM 21 8 0 13 Oct 2022
Task-Aware Specialization for Efficient and Robust Dense Retrieval for Open-Domain Question Answering Hao Cheng Hao Fang Xiaodong Liu Jianfeng Gao RALM 33 5 0 11 Oct 2022
Knowledge Prompts: Injecting World Knowledge into Language Models through Soft Prompts Cicero Nogueira dos Santos Zhe Dong Daniel Matthew Cer John Nham Siamak Shakeri Jianmo Ni Yun-hsuan Sung VLM KELM 12 8 0 10 Oct 2022
Detect, Retrieve, Comprehend: A Flexible Framework for Zero-Shot Document-Level Question Answering T. McDonald Brian Tsan Amar Saini Juanita Ordoñez Luis Gutierrez Phan-Anh-Huy Nguyen Blake Mason Brenda Ng RALM 17 3 0 04 Oct 2022
A Study on the Efficiency and Generalization of Light Hybrid Retrievers Man Luo Shashank Jain Anchit Gupta Arash Einolghozati Barlas Oğuz Debojeet Chatterjee Xilun Chen Chitta Baral Peyman Heidari VLM 29 6 0 04 Oct 2022
Zero-Shot Retrieval with Search Agents and Hybrid Environments Michelle Chen Huebscher Christian Buck Massimiliano Ciaramita S. Rothe 24 9 0 30 Sep 2022
Disentangled Modeling of Domain and Relevance for Adaptable Dense Retrieval Jingtao Zhan Qingyao Ai Yiqun Liu Jiaxin Mao Xiaohui Xie M. Zhang Shaoping Ma 30 10 0 11 Aug 2022
Questions Are All You Need to Train a Dense Passage Retriever Devendra Singh Sachan M. Lewis Dani Yogatama Luke Zettlemoyer J. Pineau Manzil Zaheer RALM 19 53 0 21 Jun 2022
Neural Retriever and Go Beyond: A Thesis Proposal Man Luo 30 1 0 31 May 2022
Optimizing Test-Time Query Representations for Dense Retrieval Mujeen Sung Jungsoo Park Jaewoo Kang Danqi Chen Jinhyuk Lee 17 5 0 25 May 2022
QAMPARI: An Open-domain Question Answering Benchmark for Questions with Many Answers from Multiple Paragraphs S. Amouyal Tomer Wolfson Ohad Rubin Ori Yoran Jonathan Herzig Jonathan Berant RALM VLM 8 21 0 25 May 2022
StreamingQA: A Benchmark for Adaptation to New Knowledge over Time in Question Answering Models Adam Livska Tomávs Kovciský E. Gribovskaya Tayfun Terzi Eren Sezener ... Susannah Young Ellen Gilsenan-McMahon Sophia Austin Phil Blunsom Angeliki Lazaridou KELM 232 90 0 23 May 2022
Certified Error Control of Candidate Set Pruning for Two-Stage Relevance Ranking Minghan Li Xinyu Crystina Zhang Ji Xin Hongyang R. Zhang Jimmy J. Lin 33 6 0 19 May 2022
Improving Passage Retrieval with Zero-Shot Question Generation Devendra Singh Sachan M. Lewis Mandar Joshi Armen Aghajanyan Wen-tau Yih J. Pineau Luke Zettlemoyer OOD LRM 19 155 0 15 Apr 2022
CharacterBERT and Self-Teaching for Improving the Robustness of Dense Retrievers on Queries with Typos Shengyao Zhuang Guido Zuccon OOD 13 30 0 01 Apr 2022
Improving Biomedical Information Retrieval with Neural Retrievers Man Luo Arindam Mitra Tejas Gokhale Chitta Baral 33 32 0 19 Jan 2022
Boosted Dense Retriever Patrick Lewis Barlas Oğuz Wenhan Xiong Fabio Petroni Wen-tau Yih Sebastian Riedel MDE 13 17 0 14 Dec 2021
Learning to Retrieve Passages without Supervision Ori Ram Gal Shachaf Omer Levy Jonathan Berant Amir Globerson RALM 11 61 0 14 Dec 2021
Match Your Words! A Study of Lexical Matching in Neural Information Retrieval Thibault Formal Benjamin Piwowarski S. Clinchant 9 20 0 10 Dec 2021
Salient Phrase Aware Dense Retrieval: Can a Dense Retriever Imitate a Sparse One? Xilun Chen Kushal Lakhotia Barlas Oğuz Anchit Gupta Patrick Lewis Stanislav Peshterliev Yashar Mehdad Sonal Gupta Wen-tau Yih 48 68 0 13 Oct 2021
Mention Memory: incorporating textual knowledge into Transformers through entity mention attention Michiel de Jong Yury Zemlyanskiy Nicholas FitzGerald Fei Sha William W. Cohen RALM 27 46 0 12 Oct 2021
Encoder Adaptation of Dense Passage Retrieval for Open-Domain Question Answering Minghan Li Jimmy J. Lin AI4CE 25 9 0 04 Oct 2021
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Nandan Thakur Nils Reimers Andreas Rucklé Abhishek Srivastava Iryna Gurevych VLM 229 966 0 17 Apr 2021
RocketQA: An Optimized Training Approach to Dense Passage Retrieval for Open-Domain Question Answering Yingqi Qu Yuchen Ding Jing Liu Kai Liu Ruiyang Ren Xin Zhao Daxiang Dong Hua-Hong Wu Haifeng Wang RALM OffRL 214 593 0 16 Oct 2020