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Human-Adversarial Visual Question Answering


Jun 04, 2021
Sasha Sheng, Amanpreet Singh, Vedanuj Goswami, Jose Alberto Lopez Magana, Wojciech Galuba, Devi Parikh, Douwe Kiela

* 22 pages, 13 figures. First two authors contributed equally 

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TextOCR: Towards large-scale end-to-end reasoning for arbitrary-shaped scene text


May 12, 2021
Amanpreet Singh, Guan Pang, Mandy Toh, Jing Huang, Wojciech Galuba, Tal Hassner

* To appear in CVPR 2021. 15 pages, 7 figures. First three authors contributed equally. More info at https://textvqa.org/textocr 

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Dynabench: Rethinking Benchmarking in NLP


Apr 07, 2021
Douwe Kiela, Max Bartolo, Yixin Nie, Divyansh Kaushik, Atticus Geiger, Zhengxuan Wu, Bertie Vidgen, Grusha Prasad, Amanpreet Singh, Pratik Ringshia, Zhiyi Ma, Tristan Thrush, Sebastian Riedel, Zeerak Waseem, Pontus Stenetorp, Robin Jia, Mohit Bansal, Christopher Potts, Adina Williams

* NAACL 2021 

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Physics Informed Convex Artificial Neural Networks (PICANNs) for Optimal Transport based Density Estimation


Apr 02, 2021
Amanpreet Singh, Martin Bauer, Sarang Joshi

* 15 page, 6 figures, 1 table 

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Transformer is All You Need: Multimodal Multitask Learning with a Unified Transformer


Feb 22, 2021
Ronghang Hu, Amanpreet Singh

* 15 pages 

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Open4Business(O4B): An Open Access Dataset for Summarizing Business Documents


Nov 29, 2020
Amanpreet Singh, Niranjan Balasubramanian

* 7 pages, 3 figures, accepted in Workshop on Dataset Curation and Security-NeurIPS 2020 

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Seeing the Un-Scene: Learning Amodal Semantic Maps for Room Navigation


Jul 20, 2020
Medhini Narasimhan, Erik Wijmans, Xinlei Chen, Trevor Darrell, Dhruv Batra, Devi Parikh, Amanpreet Singh

* Published at the European Conference on Computer Vision, 2020 

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The Hateful Memes Challenge: Detecting Hate Speech in Multimodal Memes


Jun 08, 2020
Douwe Kiela, Hamed Firooz, Aravind Mohan, Vedanuj Goswami, Amanpreet Singh, Pratik Ringshia, Davide Testuggine


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Are we pretraining it right? Digging deeper into visio-linguistic pretraining


Apr 19, 2020
Amanpreet Singh, Vedanuj Goswami, Devi Parikh

* 23 pages, 6 figures. First two authors contributed equally. More info at https://github.com/facebookresearch/pythia 

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TextCaps: a Dataset for Image Captioning with Reading Comprehension


Mar 24, 2020
Oleksii Sidorov, Ronghang Hu, Marcus Rohrbach, Amanpreet Singh

* https://textvqa.org/textcaps 

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Iterative Answer Prediction with Pointer-Augmented Multimodal Transformers for TextVQA


Dec 05, 2019
Ronghang Hu, Amanpreet Singh, Trevor Darrell, Marcus Rohrbach


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Towards VQA Models That Can Read


May 13, 2019
Amanpreet Singh, Vivek Natarajan, Meet Shah, Yu Jiang, Xinlei Chen, Dhruv Batra, Devi Parikh, Marcus Rohrbach

* CVPR 2019 

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SuperGLUE: A Stickier Benchmark for General-Purpose Language Understanding Systems


May 02, 2019
Alex Wang, Yada Pruksachatkun, Nikita Nangia, Amanpreet Singh, Julian Michael, Felix Hill, Omer Levy, Samuel R. Bowman

* super.gluebenchmark.com 

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Learning Dynamics Model in Reinforcement Learning by Incorporating the Long Term Future


Mar 16, 2019
Nan Rosemary Ke, Amanpreet Singh, Ahmed Touati, Anirudh Goyal, Yoshua Bengio, Devi Parikh, Dhruv Batra

* To appear at ICLR 2019 

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Learning when to Communicate at Scale in Multiagent Cooperative and Competitive Tasks


Dec 23, 2018
Amanpreet Singh, Tushar Jain, Sainbayar Sukhbaatar

* Accepted to ICLR 2019 

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GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding


Sep 18, 2018
Alex Wang, Amanpreet Singh, Julian Michael, Felix Hill, Omer Levy, Samuel R. Bowman

* https://gluebenchmark.com/ 

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Neural Network Acceptability Judgments


Sep 11, 2018
Alex Warstadt, Amanpreet Singh, Samuel R. Bowman

* 12 pages 

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