Title
MASTER: Multi-task Pre-trained Bottlenecked Masked Autoencoders are Better Dense Retrievers Kun Zhou Xiao Liu Yeyun Gong Wayne Xin Zhao Daxin Jiang Nan Duan Ji-Rong Wen 103 16 0 15 Dec 2022
Retrieval-based Disentangled Representation Learning with Natural Language Supervision Jiawei Zhou Xiaoguang Li Lifeng Shang Xin Jiang Qun Liu Lei Chen DRL 82 6 0 15 Dec 2022
The Infinite Index: Information Retrieval on Generative Text-To-Image Models Niklas Deckers Maik Fröbe Johannes Kiesel G. Pandolfo Christopher Schröder Benno Stein Martin Potthast DiffM 91 16 0 14 Dec 2022
APOLLO: An Optimized Training Approach for Long-form Numerical Reasoning Jiashuo Sun Hang Zhang Chen Lin Nan Duan Yeyun Gong Jian Guo AIMat RALM 74 6 0 14 Dec 2022
Explainability of Text Processing and Retrieval Methods: A Critical Survey Sourav Saha Debapriyo Majumdar Mandar Mitra 96 5 0 14 Dec 2022
Pre-trained Language Models Can be Fully Zero-Shot Learners Xuandong Zhao Siqi Ouyang Zhiguo Yu Ming-li Wu Lei Li VLM LRM 103 34 0 14 Dec 2022
In Defense of Cross-Encoders for Zero-Shot Retrieval G. Rosa L. Bonifacio Vitor Jeronymo Hugo Queiroz Abonizio Marzieh Fadaee R. Lotufo Rodrigo Nogueira 63 18 0 12 Dec 2022
LEAD: Liberal Feature-based Distillation for Dense Retrieval Hao Sun Xiao Liu Yeyun Gong Anlei Dong Jing Lu Yan Zhang Linjun Yang Rangan Majumder Nan Duan 119 2 0 10 Dec 2022
Expanding Knowledge Graphs with Humans in the Loop Emaad A. Manzoor Jordan Tong S. Vijayaraghavan Rui Li 104 3 0 10 Dec 2022
Text Embeddings by Weakly-Supervised Contrastive Pre-training Liang Wang Nan Yang Xiaolong Huang Binxing Jiao Linjun Yang Daxin Jiang Rangan Majumder Furu Wei VLM 263 624 0 07 Dec 2022
LawngNLI: A Long-Premise Benchmark for In-Domain Generalization from Short to Long Contexts and for Implication-Based Retrieval William F. Bruno Dan Roth ELM AILaw 51 7 0 06 Dec 2022
Retrieval as Attention: End-to-end Learning of Retrieval and Reading within a Single Transformer Zhengbao Jiang Luyu Gao Jun Araki Haibo Ding Zhiruo Wang Jamie Callan Graham Neubig RALM 131 43 0 05 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 111 5 0 04 Dec 2022
Moving Beyond Downstream Task Accuracy for Information Retrieval Benchmarking Keshav Santhanam Jon Saad-Falcon M. Franz Omar Khattab Avirup Sil Radu Florian Md Arafat Sultan Salim Roukos Matei A. Zaharia Christopher Potts OffRL 82 10 0 02 Dec 2022
Diverse Multi-Answer Retrieval with Determinantal Point Processes Poojitha Nandigam Nikhil Rayaprolu Manish Shrivastava 62 2 0 29 Nov 2022
ClueWeb22: 10 Billion Web Documents with Visual and Semantic Information Arnold Overwijk Chenyan Xiong X. Liu Cameron VandenBerg Jamie Callan 3DV 26 16 0 29 Nov 2022
SeDR: Segment Representation Learning for Long Documents Dense Retrieval Junying Chen Qingcai Chen Dongfang Li Yutao Huang 67 6 0 20 Nov 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 71 26 0 18 Nov 2022
Task-aware Retrieval with Instructions Akari Asai Timo Schick Patrick Lewis Xilun Chen Gautier Izacard Sebastian Riedel Hannaneh Hajishirzi Wen-tau Yih 103 97 0 16 Nov 2022
RetroMAE v2: Duplex Masked Auto-Encoder For Pre-Training Retrieval-Oriented Language Models Shitao Xiao Zheng Liu RALM 46 2 0 16 Nov 2022
QAmeleon: Multilingual QA with Only 5 Examples Priyanka Agrawal Chris Alberti Fantine Huot Joshua Maynez Ji Ma Sebastian Ruder Kuzman Ganchev Dipanjan Das Mirella Lapata 65 30 0 15 Nov 2022
Query-Specific Knowledge Graphs for Complex Finance Topics Iain Mackie Jeffrey Stephen Dalton 42 2 0 08 Nov 2022
Unsupervised Domain Adaptation for Sparse Retrieval by Filling Vocabulary and Word Frequency Gaps Hiroki Iida Naoaki Okazaki 78 5 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 52 13 0 02 Nov 2022
Reduce Catastrophic Forgetting of Dense Retrieval Training with Teleportation Negatives Si Sun Chenyan Xiong Yue Yu Arnold Overwijk Zhiyuan Liu Jie Bao 82 6 0 31 Oct 2022
Generate, Discriminate and Contrast: A Semi-Supervised Sentence Representation Learning Framework Yiming Chen Yan Zhang Bin Wang Zuozhu Liu Haizhou Li 62 26 0 30 Oct 2022
COCO-DR: Combating Distribution Shifts in Zero-Shot Dense Retrieval with Contrastive and Distributionally Robust Learning Yue Yu Chenyan Xiong Si Sun Chao Zhang Arnold Overwijk VLM OOD 148 21 0 27 Oct 2022
Retrieval Oriented Masking Pre-training Language Model for Dense Passage Retrieval Dingkun Long Yanzhao Zhang Guangwei Xu Pengjun Xie RALM 78 4 0 27 Oct 2022
NeuralSearchX: Serving a Multi-billion-parameter Reranker for Multilingual Metasearch at a Low Cost Thales Sales Almeida Thiago Laitz Joao Seródio L. Bonifacio R. Lotufo Rodrigo Nogueira 53 4 0 26 Oct 2022
SciFact-Open: Towards open-domain scientific claim verification David Wadden Kyle Lo Bailey Kuehl Arman Cohan Iz Beltagy Lucy Lu Wang Hannaneh Hajishirzi LRM 99 63 0 25 Oct 2022
Bridging the Training-Inference Gap for Dense Phrase Retrieval Gyuwan Kim Jinhyuk Lee Barlas Oğuz Wenhan Xiong Yizhe Zhang Yashar Mehdad William Yang Wang 77 2 0 25 Oct 2022
Knowledge Transfer from Answer Ranking to Answer Generation Matteo Gabburo Rik Koncel-Kedziorski Siddhant Garg Luca Soldaini Alessandro Moschitti 59 8 0 23 Oct 2022
Decoding a Neural Retriever's Latent Space for Query Suggestion Leonard Adolphs Michelle Chen Huebscher Christian Buck Sertan Girgin Olivier Bachem Massimiliano Ciaramita Thomas Hofmann RALM 82 8 0 21 Oct 2022
SimANS: Simple Ambiguous Negatives Sampling for Dense Text Retrieval Kun Zhou Yeyun Gong Xiao Liu Wayne Xin Zhao Yelong Shen ... Jing Lu Rangan Majumder Ji-Rong Wen Nan Duan Weizhu Chen 93 36 0 21 Oct 2022
Incorporating Relevance Feedback for Information-Seeking Retrieval using Few-Shot Document Re-Ranking Tim Baumgärtner Leonardo F. R. Ribeiro Nils Reimers Iryna Gurevych 86 6 0 19 Oct 2022
Making a MIRACL: Multilingual Information Retrieval Across a Continuum of Languages Xinyu Crystina Zhang Nandan Thakur Odunayo Ogundepo Ehsan Kamalloo David Alfonso-Hermelo Xiaoguang Li Qun Liu Mehdi Rezagholizadeh Jimmy J. Lin 166 54 0 18 Oct 2022
RARR: Researching and Revising What Language Models Say, Using Language Models Luyu Gao Zhuyun Dai Panupong Pasupat Anthony Chen Arun Tejasvi Chaganty ... Vincent Zhao Ni Lao Hongrae Lee Da-Cheng Juan Kelvin Guu HILM KELM 133 260 0 17 Oct 2022
RankT5: Fine-Tuning T5 for Text Ranking with Ranking Losses Honglei Zhuang Zhen Qin R. Jagerman Kai Hui Ji Ma Jing Lu Jianmo Ni Xuanhui Wang Michael Bendersky AIMat 101 141 0 12 Oct 2022
EduQG: A Multi-format Multiple Choice Dataset for the Educational Domain Amir Hadifar Semere Kiros Bitew Johannes Deleu Chris Develder Thomas Demeester AI4Ed 75 19 0 12 Oct 2022
Hybrid Inverted Index Is a Robust Accelerator for Dense Retrieval Peitian Zhang Zheng Liu Shitao Xiao Zhicheng Dou Jing Yao 86 6 0 11 Oct 2022
Once is Enough: A Light-Weight Cross-Attention for Fast Sentence Pair Modeling Yuanhang Yang Shiyi Qi Chuanyi Liu Qifan Wang Cuiyun Gao Zenglin Xu 46 3 0 11 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 64 1 0 11 Oct 2022
Artificial Intelligence and Natural Language Processing and Understanding in Space: A Methodological Framework and Four ESA Case Studies José Manuél Gómez-Pérez Andrés García-Silva R. Leone M. Albani Moritz Fontaine C. Poncet L. Summerer A. Donati Ilaria Roma Stefano Scaglioni 63 1 0 07 Oct 2022
SpaceQA: Answering Questions about the Design of Space Missions and Space Craft Concepts Andrés García-Silva Cristian Berrío José Manuél Gómez-Pérez J. Martínez-Heras A. Donati Ilaria Roma 57 6 0 07 Oct 2022
A Unified Encoder-Decoder Framework with Entity Memory Zhihan Zhang Wenhao Yu Chenguang Zhu Meng Jiang 113 11 0 07 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 97 3 0 04 Oct 2022
Calibrating Sequence likelihood Improves Conditional Language Generation Yao-Min Zhao Misha Khalman Rishabh Joshi Shashi Narayan Mohammad Saleh Peter J. Liu UQLM 111 135 0 30 Sep 2022
Evaluate & Evaluation on the Hub: Better Best Practices for Data and Model Measurements Leandro von Werra Lewis Tunstall A. Thakur A. Luccioni Tristan Thrush ... Julien Chaumond Margaret Mitchell Alexander M. Rush Thomas Wolf Douwe Kiela ELM 101 26 0 30 Sep 2022
Zero-Shot Retrieval with Search Agents and Hybrid Environments Michelle Chen Huebscher Christian Buck Massimiliano Ciaramita S. Rothe 137 9 0 30 Sep 2022
FiD-Light: Efficient and Effective Retrieval-Augmented Text Generation Sebastian Hofstatter Jiecao Chen K. Raman Hamed Zamani RALM 98 82 0 28 Sep 2022