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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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