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"

45 / 745 papers shown

Title
Doc2Dict: Information Extraction as Text Generation Benjamin Townsend Eamon Ito-Fisher Lily Zhang Madison May 28 7 0 16 May 2021
RetGen: A Joint framework for Retrieval and Grounded Text Generation Modeling Yizhe Zhang Siqi Sun Xiang Gao Yuwei Fang Chris Brockett Michel Galley Jianfeng Gao Bill Dolan RALM 35 30 0 14 May 2021
Not All Memories are Created Equal: Learning to Forget by Expiring Sainbayar Sukhbaatar Da Ju Spencer Poff Stephen Roller Arthur Szlam Jason Weston Angela Fan CLL 13 34 0 13 May 2021
Focused Attention Improves Document-Grounded Generation Shrimai Prabhumoye Kazuma Hashimoto Yingbo Zhou A. Black Ruslan Salakhutdinov 167 41 0 26 Apr 2021
Efficient Retrieval Optimized Multi-task Learning He Fun S. Gandhi Sujith Ravi RALM 18 6 0 20 Apr 2021
Joint Passage Ranking for Diverse Multi-Answer Retrieval Sewon Min Kenton Lee Ming-Wei Chang Kristina Toutanova Hannaneh Hajishirzi 16 39 0 17 Apr 2021
Cross-Modal Retrieval Augmentation for Multi-Modal Classification Shir Gur Natalia Neverova C. Stauffer Ser-Nam Lim Douwe Kiela A. Reiter 14 26 0 16 Apr 2021
Towards Robust Neural Retrieval Models with Synthetic Pre-Training Revanth Reddy Gangi Reddy Vikas Yadav Md Arafat Sultan M. Franz Vittorio Castelli Heng Ji Avirup Sil 18 14 0 15 Apr 2021
Retrieval Augmentation Reduces Hallucination in Conversation Kurt Shuster Spencer Poff Moya Chen Douwe Kiela Jason Weston HILM 44 689 0 15 Apr 2021
Designing a Minimal Retrieve-and-Read System for Open-Domain Question Answering Sohee Yang Minjoon Seo RALM 14 8 0 15 Apr 2021
Static Embeddings as Efficient Knowledge Bases? Philipp Dufter Nora Kassner Hinrich Schütze 25 19 0 14 Apr 2021
Conversational Answer Generation and Factuality for Reading Comprehension Question-Answering Stanislav Peshterliev Barlas Oğuz Debojeet Chatterjee Hakan Inan Vikas Bhardwaj 9 4 0 11 Mar 2021
Hurdles to Progress in Long-form Question Answering Kalpesh Krishna Aurko Roy Mohit Iyyer 20 192 0 10 Mar 2021
Pruning the Index Contents for Memory Efficient Open-Domain QA Martin Fajcik Martin Docekal Karel Ondrej Pavel Smrz 21 8 0 21 Feb 2021
PAQ: 65 Million Probably-Asked Questions and What You Can Do With Them Patrick Lewis Yuxiang Wu Linqing Liu Pasquale Minervini Heinrich Küttler Aleksandra Piktus Pontus Stenetorp Sebastian Riedel RALM 25 228 0 13 Feb 2021
Decontextualization: Making Sentences Stand-Alone Eunsol Choi J. Palomaki Matthew Lamm Tom Kwiatkowski Dipanjan Das Michael Collins 9 95 0 09 Feb 2021
Multilingual LAMA: Investigating Knowledge in Multilingual Pretrained Language Models Nora Kassner Philipp Dufter Hinrich Schütze 21 132 0 01 Feb 2021
Structured Prediction as Translation between Augmented Natural Languages Giovanni Paolini Ben Athiwaratkun Jason Krone Jie Ma Alessandro Achille Rishita Anubhai Cicero Nogueira dos Santos Bing Xiang Stefano Soatto 17 284 0 14 Jan 2021
Retrieving and Reading: A Comprehensive Survey on Open-domain Question Answering Fengbin Zhu Wenqiang Lei Chao Wang Jianming Zheng Soujanya Poria Tat-Seng Chua RALM 213 251 0 04 Jan 2021
Rider: Reader-Guided Passage Reranking for Open-Domain Question Answering Yuning Mao Pengcheng He Xiaodong Liu Yelong Shen Jianfeng Gao Jiawei Han Weizhu Chen OOD LRM 137 37 0 01 Jan 2021
UnitedQA: A Hybrid Approach for Open Domain Question Answering Hao Cheng Yelong Shen Xiaodong Liu Pengcheng He Weizhu Chen Jianfeng Gao 21 55 0 01 Jan 2021
NeurIPS 2020 EfficientQA Competition: Systems, Analyses and Lessons Learned Sewon Min Jordan L. Boyd-Graber Chris Alberti Danqi Chen Eunsol Choi ... Dmytro Okhonko M. Schlichtkrull Sonal Gupta Yashar Mehdad Wen-tau Yih 20 61 0 01 Jan 2021
A Memory Efficient Baseline for Open Domain Question Answering Gautier Izacard Fabio Petroni Lucas Hosseini Nicola De Cao Sebastian Riedel Edouard Grave MQ 24 43 0 30 Dec 2020
Joint Verification and Reranking for Open Fact Checking Over Tables M. Schlichtkrull Vladimir Karpukhin Barlas Oğuz M. Lewis Wen-tau Yih Sebastian Riedel 19 24 0 30 Dec 2020
UniK-QA: Unified Representations of Structured and Unstructured Knowledge for Open-Domain Question Answering Barlas Oğuz Xilun Chen Vladimir Karpukhin Stanislav Peshterliev Dmytro Okhonko M. Schlichtkrull Sonal Gupta Yashar Mehdad Scott Yih 211 87 0 29 Dec 2020
Learning Dense Representations of Phrases at Scale Jinhyuk Lee Mujeen Sung Jaewoo Kang Danqi Chen RALM DML NAI 19 115 0 23 Dec 2020
Distilling Knowledge from Reader to Retriever for Question Answering Gautier Izacard Edouard Grave RALM 185 251 0 08 Dec 2020
End-to-End QA on COVID-19: Domain Adaptation with Synthetic Training R. Reddy Bhavani Iyer Md Arafat Sultan Rong Zhang Avirup Sil Vittorio Castelli Radu Florian Salim Roukos OOD 15 19 0 02 Dec 2020
Answering Ambiguous Questions through Generative Evidence Fusion and Round-Trip Prediction Yifan Gao Henghui Zhu Patrick K. L. Ng Cicero Nogueira dos Santos Zhiguo Wang Feng Nan Dejiao Zhang Ramesh Nallapati Andrew O. Arnold Bing Xiang 12 22 0 26 Nov 2020
Answering Open-Domain Questions of Varying Reasoning Steps from Text Peng Qi Haejun Lee OghenetegiriTGSido Christopher D. Manning KELM RALM LRM 191 55 0 23 Oct 2020
mT5: A massively multilingual pre-trained text-to-text transformer Linting Xue Noah Constant Adam Roberts Mihir Kale Rami Al-Rfou Aditya Siddhant Aditya Barua Colin Raffel 31 2,444 0 22 Oct 2020
Is Retriever Merely an Approximator of Reader? Sohee Yang Minjoon Seo RALM 16 39 0 21 Oct 2020
Open Question Answering over Tables and Text Wenhu Chen Ming-Wei Chang Eva Schlinger W. Wang William W. Cohen LMTD RALM 31 193 0 20 Oct 2020
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
Neural Databases James Thorne Majid Yazdani Marzieh Saeidi Fabrizio Silvestri Sebastian Riedel A. Halevy NAI 26 9 0 14 Oct 2020
Pretrained Transformers for Text Ranking: BERT and Beyond Jimmy J. Lin Rodrigo Nogueira Andrew Yates VLM 219 610 0 13 Oct 2020
Answering Complex Open-Domain Questions with Multi-Hop Dense Retrieval Wenhan Xiong Xiang Lorraine Li Srini Iyer Jingfei Du Patrick Lewis ... Yashar Mehdad Wen-tau Yih Sebastian Riedel Douwe Kiela Barlas Oğuz 29 184 0 27 Sep 2020
Generation-Augmented Retrieval for Open-domain Question Answering Yuning Mao Pengcheng He Xiaodong Liu Yelong Shen Jianfeng Gao Jiawei Han Weizhu Chen RALM 28 238 0 17 Sep 2020
Current Limitations of Language Models: What You Need is Retrieval Aran Komatsuzaki LRM 6 3 0 15 Sep 2020
Cluster-Former: Clustering-based Sparse Transformer for Long-Range Dependency Encoding Shuohang Wang Luowei Zhou Zhe Gan Yen-Chun Chen Yuwei Fang S. Sun Yu Cheng Jingjing Liu 35 28 0 13 Sep 2020
Question and Answer Test-Train Overlap in Open-Domain Question Answering Datasets Patrick Lewis Pontus Stenetorp Sebastian Riedel OOD ELM 10 184 0 06 Aug 2020
Big Bird: Transformers for Longer Sequences Manzil Zaheer Guru Guruganesh Kumar Avinava Dubey Joshua Ainslie Chris Alberti ... Philip Pham Anirudh Ravula Qifan Wang Li Yang Amr Ahmed VLM 280 2,015 0 28 Jul 2020
BERT-kNN: Adding a kNN Search Component to Pretrained Language Models for Better QA Nora Kassner Hinrich Schütze RALM 19 68 0 02 May 2020
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 48 3,547 0 10 Apr 2020
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 415 2,586 0 03 Sep 2019