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Text Generation with Text-Editing Models


Jun 14, 2022
Eric Malmi, Yue Dong, Jonathan Mallinson, Aleksandr Chuklin, Jakub Adamek, Daniil Mirylenka, Felix Stahlberg, Sebastian Krause, Shankar Kumar, Aliaksei Severyn

* Accepted as a tutorial at NAACL 2022 

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Jam or Cream First? Modeling Ambiguity in Neural Machine Translation with SCONES


May 02, 2022
Felix Stahlberg, Shankar Kumar

* NAACL 2022 paper 

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Uncertainty Determines the Adequacy of the Mode and the Tractability of Decoding in Sequence-to-Sequence Models


Apr 01, 2022
Felix Stahlberg, Ilia Kulikov, Shankar Kumar

* ACL 2022 paper 

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Sentence-Select: Large-Scale Language Model Data Selection for Rare-Word Speech Recognition


Mar 09, 2022
W. Ronny Huang, Cal Peyser, Tara N. Sainath, Ruoming Pang, Trevor Strohman, Shankar Kumar


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Capitalization Normalization for Language Modeling with an Accurate and Efficient Hierarchical RNN Model


Feb 16, 2022
Hao Zhang, You-Chi Cheng, Shankar Kumar, W. Ronny Huang, Mingqing Chen, Rajiv Mathews

* arXiv admin note: substantial text overlap with arXiv:2108.11943 

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Transformer-based Models of Text Normalization for Speech Applications


Feb 01, 2022
Jae Hun Ro, Felix Stahlberg, Ke Wu, Shankar Kumar


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Position-Invariant Truecasing with a Word-and-Character Hierarchical Recurrent Neural Network


Sep 01, 2021
Hao Zhang, You-Chi Cheng, Shankar Kumar, Mingqing Chen, Rajiv Mathews


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Synthetic Data Generation for Grammatical Error Correction with Tagged Corruption Models


May 27, 2021
Felix Stahlberg, Shankar Kumar

* Proceedings of the 16th Workshop on Innovative Use of NLP for Building Educational Applications, 2021. https://github.com/google-research-datasets/C4_200M-synthetic-dataset-for-grammatical-error-correction 

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Lookup-Table Recurrent Language Models for Long Tail Speech Recognition


Apr 09, 2021
W. Ronny Huang, Tara N. Sainath, Cal Peyser, Shankar Kumar, David Rybach, Trevor Strohman

* Submitted to Interspeech 2021 

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