1 code implementation • EMNLP 2021 • Ivan Provilkov, Andrey Malinin
We demonstrate that MSR significantly reduces degradation with growing beam size and improves final translation quality on the IWSTL$15$ En-Vi, IWSTL$17$ En-Fr, and WMT$14$ En-De datasets.
Automatic Speech Recognition Automatic Speech Recognition (ASR) +6
3 code implementations • 15 Jul 2021 • Andrey Malinin, Neil Band, Ganshin, Alexander, German Chesnokov, Yarin Gal, Mark J. F. Gales, Alexey Noskov, Andrey Ploskonosov, Liudmila Prokhorenkova, Ivan Provilkov, Vatsal Raina, Vyas Raina, Roginskiy, Denis, Mariya Shmatova, Panos Tigas, Boris Yangel
However, many tasks of practical interest have different modalities, such as tabular data, audio, text, or sensor data, which offer significant challenges involving regression and discrete or continuous structured prediction.
Ranked #2 on Weather Forecasting on Shifts
1 code implementation • 20 Jun 2020 • Andrey Malinin, Sergey Chervontsev, Ivan Provilkov, Mark Gales
Prior Networks are a recently developed class of models which yield interpretable measures of uncertainty and have been shown to outperform state-of-the-art ensemble approaches on a range of tasks.
7 code implementations • ACL 2020 • Ivan Provilkov, Dmitrii Emelianenko, Elena Voita
Subword segmentation is widely used to address the open vocabulary problem in machine translation.
Ranked #1 on Machine Translation on IWSLT2017 French-English