Title
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 651 41,103 0 22 Oct 2020
Learning to Explain: Datasets and Models for Identifying Valid Reasoning Chains in Multihop Question-Answering Harsh Jhamtani Peter Clark LRM 77 71 0 07 Oct 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 761 42,055 0 28 May 2020
UnifiedQA: Crossing Format Boundaries With a Single QA System Daniel Khashabi Sewon Min Tushar Khot Ashish Sabharwal Oyvind Tafjord Peter Clark Hannaneh Hajishirzi 136 738 0 02 May 2020
WT5?! Training Text-to-Text Models to Explain their Predictions Sharan Narang Colin Raffel Katherine Lee Adam Roberts Noah Fiedel Karishma Malkan 58 201 0 30 Apr 2020
QASC: A Dataset for Question Answering via Sentence Composition Tushar Khot Peter Clark Michal Guerquin Peter Alexander Jansen Ashish Sabharwal CoGe 73 328 0 25 Oct 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 424 20,181 0 23 Oct 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,226 0 27 Aug 2019
VisualBERT: A Simple and Performant Baseline for Vision and Language Liunian Harold Li Mark Yatskar Da Yin Cho-Jui Hsieh Kai-Wei Chang VLM 138 1,955 0 09 Aug 2019
ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks Jiasen Lu Dhruv Batra Devi Parikh Stefan Lee SSL VLM 226 3,684 0 06 Aug 2019
Deep Modular Co-Attention Networks for Visual Question Answering Zhou Yu Jun Yu Yuhao Cui Dacheng Tao Q. Tian 87 806 0 25 Jun 2019
Dynamic Fusion with Intra- and Inter- Modality Attention Flow for Visual Question Answering Peng Gao Zhengkai Jiang Haoxuan You Pan Lu Steven C. H. Hoi Xiaogang Wang Hongsheng Li AIMat 76 365 0 13 Dec 2018
Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question Answering Todor Mihaylov Peter Clark Tushar Khot Ashish Sabharwal 113 1,537 0 08 Sep 2018
Question-Guided Hybrid Convolution for Visual Question Answering Peng Gao Pan Lu Hongsheng Li Shuang Li Yikang Li Guosheng Lin Xiaogang Wang 127 68 0 08 Aug 2018
R-VQA: Learning Visual Relation Facts with Semantic Attention for Visual Question Answering Pan Lu Lei Ji Wei Zhang Nan Duan M. Zhou Jianyong Wang CoGe 53 79 0 24 May 2018
Bilinear Attention Networks Jin-Hwa Kim Jaehyun Jun Byoung-Tak Zhang AIMat 87 875 0 21 May 2018
Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge Peter Clark Isaac Cowhey Oren Etzioni Tushar Khot Ashish Sabharwal Carissa Schoenick Oyvind Tafjord ELM RALM LRM 158 2,610 0 14 Mar 2018
WorldTree: A Corpus of Explanation Graphs for Elementary Science Questions supporting Multi-Hop Inference Peter Alexander Jansen Elizabeth Wainwright Steven Marmorstein Clayton T. Morrison 65 122 0 08 Feb 2018
DVQA: Understanding Data Visualizations via Question Answering Kushal Kafle Brian L. Price Scott D. Cohen Christopher Kanan AIMat 71 390 0 24 Jan 2018
Co-attending Free-form Regions and Detections with Multi-modal Multiplicative Feature Embedding for Visual Question Answering Pan Lu Hongsheng Li Wei Zhang Jianyong Wang Xiaogang Wang 61 80 0 18 Nov 2017
Bottom-Up and Top-Down Attention for Image Captioning and Visual Question Answering Peter Anderson Xiaodong He Chris Buehler Damien Teney Mark Johnson Stephen Gould Lei Zhang AIMat 121 4,216 0 25 Jul 2017
CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning Justin Johnson B. Hariharan Laurens van der Maaten Li Fei-Fei C. L. Zitnick Ross B. Girshick CoGe 295 2,378 0 20 Dec 2016
Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering Yash Goyal Tejas Khot D. Summers-Stay Dhruv Batra Devi Parikh CoGe 338 3,246 0 02 Dec 2016
Semantic Parsing to Probabilistic Programs for Situated Question Answering Jayant Krishnamurthy Oyvind Tafjord Aniruddha Kembhavi 62 25 0 22 Jun 2016
A Diagram Is Worth A Dozen Images Aniruddha Kembhavi M. Salvato Eric Kolve Minjoon Seo Hannaneh Hajishirzi Ali Farhadi 3DV 59 482 0 24 Mar 2016
Visual Genome: Connecting Language and Vision Using Crowdsourced Dense Image Annotations Ranjay Krishna Yuke Zhu Oliver Groth Justin Johnson Kenji Hata ... Yannis Kalantidis Li Li David A. Shamma Michael S. Bernstein Fei-Fei Li 215 5,747 0 23 Feb 2016
Yin and Yang: Balancing and Answering Binary Visual Questions Peng Zhang Yash Goyal D. Summers-Stay Dhruv Batra Devi Parikh CoGe 87 352 0 16 Nov 2015
Visual7W: Grounded Question Answering in Images Yuke Zhu Oliver Groth Michael S. Bernstein Li Fei-Fei 91 884 0 11 Nov 2015
VQA: Visual Question Answering Aishwarya Agrawal Jiasen Lu Stanislaw Antol Margaret Mitchell C. L. Zitnick Dhruv Batra Devi Parikh CoGe 202 5,478 0 03 May 2015