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The Power of Scale for Parameter-Efficient Prompt Tuning


Apr 18, 2021
Brian Lester, Rami Al-Rfou, Noah Constant


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XTREME-R: Towards More Challenging and Nuanced Multilingual Evaluation


Apr 15, 2021
Sebastian Ruder, Noah Constant, Jan Botha, Aditya Siddhant, Orhan Firat, Jinlan Fu, Pengfei Liu, Junjie Hu, Graham Neubig, Melvin Johnson


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Towards Continual Learning for Multilingual Machine Translation via Vocabulary Substitution


Mar 11, 2021
Xavier Garcia, Noah Constant, Ankur P. Parikh, Orhan Firat

* Accepted at NAACL 2021 

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mT5: A massively multilingual pre-trained text-to-text transformer


Oct 23, 2020
Linting Xue, Noah Constant, Adam Roberts, Mihir Kale, Rami Al-Rfou, Aditya Siddhant, Aditya Barua, Colin Raffel


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Multilingual Synthetic Question and Answer Generation for Cross-Lingual Reading Comprehension


Oct 22, 2020
Siamak Shakeri, Noah Constant, Mihir Sanjay Kale, Linting Xue


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TextSETTR: Label-Free Text Style Extraction and Tunable Targeted Restyling


Oct 08, 2020
Parker Riley, Noah Constant, Mandy Guo, Girish Kumar, David Uthus, Zarana Parekh


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MultiReQA: A Cross-Domain Evaluation for Retrieval Question Answering Models


May 05, 2020
Mandy Guo, Yinfei Yang, Daniel Cer, Qinlan Shen, Noah Constant


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LAReQA: Language-agnostic answer retrieval from a multilingual pool


Apr 11, 2020
Uma Roy, Noah Constant, Rami Al-Rfou, Aditya Barua, Aaron Phillips, Yinfei Yang


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Bridging the Gap for Tokenizer-Free Language Models


Aug 27, 2019
Dokook Choe, Rami Al-Rfou, Mandy Guo, Heeyoung Lee, Noah Constant


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ReQA: An Evaluation for End-to-End Answer Retrieval Models


Jul 10, 2019
Amin Ahmad, Noah Constant, Yinfei Yang, Daniel Cer


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Multilingual Universal Sentence Encoder for Semantic Retrieval


Jul 09, 2019
Yinfei Yang, Daniel Cer, Amin Ahmad, Mandy Guo, Jax Law, Noah Constant, Gustavo Hernandez Abrego, Steve Yuan, Chris Tar, Yun-Hsuan Sung, Brian Strope, Ray Kurzweil

* 6 pages, 6 tables, 2 listings, and 1 figure 

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Character-Level Language Modeling with Deeper Self-Attention


Aug 09, 2018
Rami Al-Rfou, Dokook Choe, Noah Constant, Mandy Guo, Llion Jones

* 11 pages, 8 figures 

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Effective Parallel Corpus Mining using Bilingual Sentence Embeddings


Aug 02, 2018
Mandy Guo, Qinlan Shen, Yinfei Yang, Heming Ge, Daniel Cer, Gustavo Hernandez Abrego, Keith Stevens, Noah Constant, Yun-Hsuan Sung, Brian Strope, Ray Kurzweil


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Learning Semantic Textual Similarity from Conversations


Apr 20, 2018
Yinfei Yang, Steve Yuan, Daniel Cer, Sheng-yi Kong, Noah Constant, Petr Pilar, Heming Ge, Yun-Hsuan Sung, Brian Strope, Ray Kurzweil

* 10 pages, 8 Figures, 6 Tables 

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Universal Sentence Encoder


Apr 12, 2018
Daniel Cer, Yinfei Yang, Sheng-yi Kong, Nan Hua, Nicole Limtiaco, Rhomni St. John, Noah Constant, Mario Guajardo-Cespedes, Steve Yuan, Chris Tar, Yun-Hsuan Sung, Brian Strope, Ray Kurzweil

* 7 pages; fixed module URL in Listing 1 

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