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Approximating 1-Wasserstein Distance with Trees


Jun 24, 2022
Makoto Yamada, Yuki Takezawa, Ryoma Sato, Han Bao, Zornitsa Kozareva, Sujith Ravi

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ToKen: Task Decomposition and Knowledge Infusion for Few-Shot Hate Speech Detection


May 25, 2022
Badr AlKhamissi, Faisal Ladhak, Srini Iyer, Ves Stoyanov, Zornitsa Kozareva, Xian Li, Pascale Fung, Lambert Mathias, Asli Celikyilmaz, Mona Diab

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* Preprint 

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Improving In-Context Few-Shot Learning via Self-Supervised Training


May 03, 2022
Mingda Chen, Jingfei Du, Ramakanth Pasunuru, Todor Mihaylov, Srini Iyer, Veselin Stoyanov, Zornitsa Kozareva

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* NAACL 2022 

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Efficient Large Scale Language Modeling with Mixtures of Experts


Dec 20, 2021
Mikel Artetxe, Shruti Bhosale, Naman Goyal, Todor Mihaylov, Myle Ott, Sam Shleifer, Xi Victoria Lin, Jingfei Du, Srinivasan Iyer, Ramakanth Pasunuru, Giri Anantharaman, Xian Li, Shuohui Chen, Halil Akin, Mandeep Baines, Louis Martin, Xing Zhou, Punit Singh Koura, Brian O'Horo, Jeff Wang, Luke Zettlemoyer, Mona Diab, Zornitsa Kozareva, Ves Stoyanov

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Few-shot Learning with Multilingual Language Models


Dec 20, 2021
Xi Victoria Lin, Todor Mihaylov, Mikel Artetxe, Tianlu Wang, Shuohui Chen, Daniel Simig, Myle Ott, Naman Goyal, Shruti Bhosale, Jingfei Du, Ramakanth Pasunuru, Sam Shleifer, Punit Singh Koura, Vishrav Chaudhary, Brian O'Horo, Jeff Wang, Luke Zettlemoyer, Zornitsa Kozareva, Mona Diab, Veselin Stoyanov, Xian Li

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* 36 pages 

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Do Language Models Have Beliefs? Methods for Detecting, Updating, and Visualizing Model Beliefs


Nov 26, 2021
Peter Hase, Mona Diab, Asli Celikyilmaz, Xian Li, Zornitsa Kozareva, Veselin Stoyanov, Mohit Bansal, Srinivasan Iyer

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* 19 pages 

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Fixed Support Tree-Sliced Wasserstein Barycenter


Sep 08, 2021
Yuki Takezawa, Ryoma Sato, Zornitsa Kozareva, Sujith Ravi, Makoto Yamada

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ProFormer: Towards On-Device LSH Projection Based Transformers


Apr 13, 2020
Chinnadhurai Sankar, Sujith Ravi, Zornitsa Kozareva

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Environment-agnostic Multitask Learning for Natural Language Grounded Navigation


Mar 12, 2020
Xin Wang, Vihan Jain, Eugene Ie, William Yang Wang, Zornitsa Kozareva, Sujith Ravi

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