Title
Towards Tracing Factual Knowledge in Language Models Back to the Training Data Ekin Akyürek Tolga Bolukbasi Frederick Liu Binbin Xiong Ian Tenney Jacob Andreas Kelvin Guu HILM 44 12 0 23 May 2022
UnifieR: A Unified Retriever for Large-Scale Retrieval Tao Shen Xiubo Geng Chongyang Tao Can Xu Guodong Long Kai Zhang Daxin Jiang RALM 72 29 0 23 May 2022
HLATR: Enhance Multi-stage Text Retrieval with Hybrid List Aware Transformer Reranking Yanzhao Zhang Dingkun Long Guangwei Xu Pengjun Xie 99 29 0 21 May 2022
PLAID: An Efficient Engine for Late Interaction Retrieval Keshav Santhanam Omar Khattab Christopher Potts Matei A. Zaharia VLM 119 76 0 19 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 63 6 0 19 May 2022
Modeling Exemplification in Long-form Question Answering via Retrieval Shufan Wang Fangyuan Xu Laure Thompson Eunsol Choi Mohit Iyyer 81 11 0 19 May 2022
Debiasing Neural Retrieval via In-batch Balancing Regularization Yuantong Li Xiaokai Wei Zijian Wang Shen Wang Parminder Bhatia Xiaofei Ma Andrew O. Arnold 49 4 0 18 May 2022
ERNIE-Search: Bridging Cross-Encoder with Dual-Encoder via Self On-the-fly Distillation for Dense Passage Retrieval Yuxiang Lu Yiding Liu Jiaxiang Liu Yunsheng Shi Zhengjie Huang ... Hao Tian Hua Wu Shuaiqiang Wang Dawei Yin Haifeng Wang 166 60 0 18 May 2022
Long Document Re-ranking with Modular Re-ranker Luyu Gao Jamie Callan OffRL 55 13 0 09 May 2022
Collective Relevance Labeling for Passage Retrieval Jihyuk Kim Minsoo Kim Seung-won Hwang VLM 34 8 0 06 May 2022
P^3 Ranker: Mitigating the Gaps between Pre-training and Ranking Fine-tuning with Prompt-based Learning and Pre-finetuning Xiaomeng Hu S. Yu Chenyan Xiong Zhenghao Liu Zhiyuan Liu Geoffrey X. Yu 35 11 0 04 May 2022
Entity-aware Transformers for Entity Search E. Gerritse Faegheh Hasibi A. D. Vries 72 23 0 02 May 2022
Answer Consolidation: Formulation and Benchmarking Wenxuan Zhou Qiang Ning Heba Elfardy Kevin Small Muhao Chen 44 4 0 29 Apr 2022
A Thorough Examination on Zero-shot Dense Retrieval Ruiyang Ren Yingqi Qu Qingbin Liu Wayne Xin Zhao Qifei Wu Yuchen Ding Hua Wu Haifeng Wang Ji-Rong Wen 74 42 0 27 Apr 2022
C3: Continued Pretraining with Contrastive Weak Supervision for Cross Language Ad-Hoc Retrieval Eugene Yang Suraj Nair Ramraj Chandradevan Rebecca Iglesias-Flores Douglas W. Oard RALM CLL 89 19 0 25 Apr 2022
Incorporating Explicit Knowledge in Pre-trained Language Models for Passage Re-ranking Qian Dong Yiding Liu Suqi Cheng Shuaiqiang Wang Zhicong Cheng Shuzi Niu Dawei Yin 63 24 0 25 Apr 2022
LoL: A Comparative Regularization Loss over Query Reformulation Losses for Pseudo-Relevance Feedback Yunchang Zhu Liang Pang Yanyan Lan Huawei Shen Xueqi Cheng 53 4 0 25 Apr 2022
ED2LM: Encoder-Decoder to Language Model for Faster Document Re-ranking Inference Kai Hui Honglei Zhuang Tao Chen Zhen Qin Jing Lu ... Ji Ma Jai Gupta Cicero Nogueira dos Santos Yi Tay Donald Metzler 94 16 0 25 Apr 2022
Sparse and Dense Approaches for the Full-rank Retrieval of Responses for Dialogues Gustavo Penha C. Hauff RALM 79 0 0 22 Apr 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 130 167 0 15 Apr 2022
Exploring Dual Encoder Architectures for Question Answering Zhe Dong Jianmo Ni Daniel M. Bikel Enrique Alfonseca Yuanjin Wang Chen Qu I. Zitouni 65 18 0 14 Apr 2022
Composite Code Sparse Autoencoders for first stage retrieval Carlos Lassance Thibault Formal Stéphane Clinchant 65 4 0 14 Apr 2022
ASQA: Factoid Questions Meet Long-Form Answers Ivan Stelmakh Yi Luan Bhuwan Dhingra Ming-Wei Chang 77 178 0 12 Apr 2022
Data Augmentation for Biomedical Factoid Question Answering Dimitris Pappas Prodromos Malakasiotis Ion Androutsopoulos MedIm 72 12 0 10 Apr 2022
Knowledge Infused Decoding Ruibo Liu Guoqing Zheng Shashank Gupta Radhika Gaonkar Chongyang Gao Soroush Vosoughi Milad Shokouhi Ahmed Hassan Awadallah KELM 85 14 0 06 Apr 2022
Towards Best Practices for Training Multilingual Dense Retrieval Models Xinyu Crystina Zhang Kelechi Ogueji Xueguang Ma Jimmy J. Lin RALM 64 34 0 05 Apr 2022
Parameter-Efficient Neural Reranking for Cross-Lingual and Multilingual Retrieval Robert Litschko Ivan Vulić Goran Glavaš LRM 146 15 0 05 Apr 2022
How Different are Pre-trained Transformers for Text Ranking? David Rau J. Kamps 47 9 0 05 Apr 2022
CharacterBERT and Self-Teaching for Improving the Robustness of Dense Retrievers on Queries with Typos Shengyao Zhuang Guido Zuccon OOD 92 30 0 01 Apr 2022
Distill-VQ: Learning Retrieval Oriented Vector Quantization By Distilling Knowledge from Dense Embeddings Shitao Xiao Zheng Liu Weihao Han Jianjin Zhang Defu Lian ... Hao Sun Yingxia Shao Denvy Deng Qi Zhang Xing Xie 78 34 0 01 Apr 2022
IITD-DBAI: Multi-Stage Retrieval with Pseudo-Relevance Feedback and Query Reformulation Shivani Choudhary 8 2 0 31 Mar 2022
Understanding Questions that Arise When Working with Business Documents Farnaz Jahanbakhsh E. Nouri Robert Sim Ryen W. White Adam Fourney 86 9 0 28 Mar 2022
MedMCQA : A Large-scale Multi-Subject Multi-Choice Dataset for Medical domain Question Answering Ankit Pal Logesh Kumar Umapathi Malaikannan Sankarasubbu ELM LM&MA 110 353 0 27 Mar 2022
Educational Question Generation of Children Storybooks via Question Type Distribution Learning and Event-Centric Summarization Zhenjie Zhao Yufang Hou Dakuo Wang Mo Yu Chengzhong Liu Xiaojuan Ma AI4Ed 84 44 0 27 Mar 2022
UKP-SQUARE: An Online Platform for Question Answering Research Tim Baumgärtner Kexin Wang Rachneet Sachdeva Max Eichler Gregor Geigle ... Leonardo F. R. Ribeiro Jonas Pfeiffer Nils Reimers Gözde Gül Sahin Iryna Gurevych 57 7 0 25 Mar 2022
Language Models that Seek for Knowledge: Modular Search & Generation for Dialogue and Prompt Completion Kurt Shuster M. Komeili Leonard Adolphs Stephen Roller Arthur Szlam Jason Weston KELM 106 128 0 24 Mar 2022
Introducing Neural Bag of Whole-Words with ColBERTer: Contextualized Late Interactions using Enhanced Reduction Sebastian Hofstatter Omar Khattab Sophia Althammer Mete Sertkan Allan Hanbury 76 35 0 24 Mar 2022
Targeted Extraction of Temporal Facts from Textual Resources for Improved Temporal Question Answering over Knowledge Bases Nithish Kannen Udit Sharma S. Neelam Dinesh Khandelwal S. Ikbal Hima P. Karanam L. V. Subramaniam 41 3 0 21 Mar 2022
Clickbait Spoiling via Question Answering and Passage Retrieval Matthias Hagen Maik Fröbe Artur Jurk Martin Potthast 92 35 0 19 Mar 2022
DuReader_retrieval: A Large-scale Chinese Benchmark for Passage Retrieval from Web Search Engine Yifu Qiu Hongyu Li Yingqi Qu Ying-Cong Chen Qiaoqiao She Jing Liu Hua Wu Haifeng Wang RALM 108 17 0 19 Mar 2022
RELIC: Retrieving Evidence for Literary Claims Katherine Thai Yapei Chang Kalpesh Krishna Mohit Iyyer RALM 66 18 0 18 Mar 2022
Deep Reinforcement Agent for Efficient Instant Search Ravneet Arora Sreejith K. Menon Ayush Jain Nehil Jain 37 0 0 17 Mar 2022
Reasoning over Public and Private Data in Retrieval-Based Systems Simran Arora Patrick Lewis Angela Fan Jacob Kahn Christopher Ré 66 25 0 14 Mar 2022
Hyperlink-induced Pre-training for Passage Retrieval in Open-domain Question Answering Jiawei Zhou Xiaoguang Li Lifeng Shang Lan Luo Ke Zhan ... Bo Zhao Fan Yu Xin Jiang Qun Liu Lei Chen 82 20 0 14 Mar 2022
LaPraDoR: Unsupervised Pretrained Dense Retriever for Zero-Shot Text Retrieval Canwen Xu Daya Guo Nan Duan Julian McAuley RALM VLM 81 48 0 11 Mar 2022
Tevatron: An Efficient and Flexible Toolkit for Dense Retrieval Luyu Gao Xueguang Ma Jimmy J. Lin Jamie Callan 92 77 0 11 Mar 2022
LoopITR: Combining Dual and Cross Encoder Architectures for Image-Text Retrieval Jie Lei Xinlei Chen Ning Zhang Meng-xing Wang Joey Tianyi Zhou Tamara L. Berg Licheng Yu 115 12 0 10 Mar 2022
Multi-CPR: A Multi Domain Chinese Dataset for Passage Retrieval Dingkun Long Qiong Gao Kuan-sheng Zou Guangwei Xu Pengjun Xie Rui Guo Jianfeng Xu Guanjun Jiang Luxi Xing P. Yang 94 23 0 07 Mar 2022
USTC-NELSLIP at SemEval-2022 Task 11: Gazetteer-Adapted Integration Network for Multilingual Complex Named Entity Recognition Beiduo Chen Jun-Yu Ma Jiajun Qi Wu Guo Zhen-Hua Ling Quan Liu 56 16 0 07 Mar 2022
DAMO-NLP at SemEval-2022 Task 11: A Knowledge-based System for Multilingual Named Entity Recognition Xinyu Wang Yongliang Shen Jiong Cai Tao Wang Xiaobin Wang ... Weiming Lu Yueting Zhuang Kewei Tu Wei Lu Yong Jiang 119 44 0 01 Mar 2022