Search Results for author: Nicole Limtiaco

Found 3 papers, 1 papers with code

Universal Sentence Encoder for English

no code implementations • EMNLP 2018 • Daniel Cer, Yinfei Yang, Sheng-yi Kong, Nan Hua, Nicole Limtiaco, Rhomni St. John, Noah Constant, Mario Guajardo-Cespedes, Steve Yuan, Chris Tar, Brian Strope, Ray Kurzweil

We present easy-to-use TensorFlow Hub sentence embedding models having good task transfer performance.

Association Multi-Task Learning +2

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Counterfactual Fairness in Text Classification through Robustness

no code implementations • 27 Sep 2018 • Sahaj Garg, Vincent Perot, Nicole Limtiaco, Ankur Taly, Ed H. Chi, Alex Beutel

In this paper, we study counterfactual fairness in text classification, which asks the question: How would the prediction change if the sensitive attribute referenced in the example were different?

Fairness General Classification +2

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Universal Sentence Encoder

23 code implementations • 29 Mar 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

For both variants, we investigate and report the relationship between model complexity, resource consumption, the availability of transfer task training data, and task performance.

Ranked #1 on Text Classification on TREC-6

Association Conversational Response Selection +7

2,255

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