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AlexaTM 20B: Few-Shot Learning Using a Large-Scale Multilingual Seq2Seq Model


Aug 03, 2022
Saleh Soltan, Shankar Ananthakrishnan, Jack FitzGerald, Rahul Gupta, Wael Hamza, Haidar Khan, Charith Peris, Stephen Rawls, Andy Rosenbaum, Anna Rumshisky, Chandana Satya Prakash, Mukund Sridhar, Fabian Triefenbach, Apurv Verma, Gokhan Tur, Prem Natarajan


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MONet: Multi-scale Overlap Network for Duplication Detection in Biomedical Images


Jul 19, 2022
Ekraam Sabir, Soumyaroop Nandi, Wael AbdAlmageed, Prem Natarajan

* To appear at ICIP 2022 

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Alexa Teacher Model: Pretraining and Distilling Multi-Billion-Parameter Encoders for Natural Language Understanding Systems


Jun 15, 2022
Jack FitzGerald, Shankar Ananthakrishnan, Konstantine Arkoudas, Davide Bernardi, Abhishek Bhagia, Claudio Delli Bovi, Jin Cao, Rakesh Chada, Amit Chauhan, Luoxin Chen, Anurag Dwarakanath, Satyam Dwivedi, Turan Gojayev, Karthik Gopalakrishnan, Thomas Gueudre, Dilek Hakkani-Tur, Wael Hamza, Jonathan Hueser, Kevin Martin Jose, Haidar Khan, Beiye Liu, Jianhua Lu, Alessandro Manzotti, Pradeep Natarajan, Karolina Owczarzak, Gokmen Oz, Enrico Palumbo, Charith Peris, Chandana Satya Prakash, Stephen Rawls, Andy Rosenbaum, Anjali Shenoy, Saleh Soltan, Mukund Harakere Sridhar, Liz Tan, Fabian Triefenbach, Pan Wei, Haiyang Yu, Shuai Zheng, Gokhan Tur, Prem Natarajan

* Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD '22), August 14-18, 2022, Washington, DC, USA 
* KDD 2022 

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MASSIVE: A 1M-Example Multilingual Natural Language Understanding Dataset with 51 Typologically-Diverse Languages


Apr 18, 2022
Jack FitzGerald, Christopher Hench, Charith Peris, Scott Mackie, Kay Rottmann, Ana Sanchez, Aaron Nash, Liam Urbach, Vishesh Kakarala, Richa Singh, Swetha Ranganath, Laurie Crist, Misha Britan, Wouter Leeuwis, Gokhan Tur, Prem Natarajan

* Preprint; 8 pages 

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A Thousand Words Are Worth More Than a Picture: Natural Language-Centric Outside-Knowledge Visual Question Answering


Jan 14, 2022
Feng Gao, Qing Ping, Govind Thattai, Aishwarya Reganti, Ying Nian Wu, Prem Natarajan


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BioFors: A Large Biomedical Image Forensics Dataset


Aug 30, 2021
Ekraam Sabir, Soumyaroop Nandi, Wael AbdAlmageed, Prem Natarajan

* To appear at ICCV 2021 

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Event Extraction as Natural Language Generation


Aug 29, 2021
I-Hung Hsu, Kuan-Hao Huang, Elizabeth Boschee, Scott Miller, Prem Natarajan, Kai-Wei Chang, Nanyun Peng

* The first two authors contribute equally 

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SIGN: Spatial-information Incorporated Generative Network for Generalized Zero-shot Semantic Segmentation


Aug 27, 2021
Jiaxin Cheng, Soumyaroop Nandi, Prem Natarajan, Wael Abd-Almageed

* Accepted in ICCV 2021 

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Learning Better Visual Dialog Agents with Pretrained Visual-Linguistic Representation


May 24, 2021
Tao Tu, Qing Ping, Govind Thattai, Gokhan Tur, Prem Natarajan


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Style-Aware Normalized Loss for Improving Arbitrary Style Transfer


Apr 18, 2021
Jiaxin Cheng, Ayush Jaiswal, Yue Wu, Pradeep Natarajan, Prem Natarajan

* Accepted as CVPR 2021 Oral Paper 

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