- Redmond WA, US Yarin KUPER - Tel-Aviv, IL Royi RONEN - Tel Aviv, IL Song WANG - Bellevue WA, US Olga GOLDENBERG - Tel Aviv, IL Shimrit Rada BEMIS - Tel Aviv, IL Erez ALTUS - Tel-Aviv, IL Yi MAO - Redmond WA, US Weizhu CHEN - Kirkland WA, US
International Classification:
G10L 15/06 G06N 20/00
Abstract:
The disclosure herein describes reducing training bias in outputs generated by a generative language model. A communication segment associated with a communication is obtained by at least one processor of a generative language model. An output value associated with the communication segment is generated by the generative language model. The output value is mapped to a set of training bias values associated with the generative language model and based on the mapping of the output value to a training bias value of the set of training bias values, an alternative output value is generated. The alternative output value is used in a generated segment output for the communication segment. The accuracy of segment outputs generated by the generative language model is improved through reducing or eliminating its training biases.
Microsoft
Data and Applied Scientist Ii
Amazon
Applied Scientist
University of Wisconsin-Madison Jun 2016 - Aug 2017
Research Assistant
American Family Insurance May 2015 - Aug 2015
Student Internship - Business Statistical Research and Analytics Unit
Education:
University of Wisconsin - Madison 2012 - 2017
Doctorates, Doctor of Philosophy, Statistics, Philosophy
University of Wisconsin - Madison 2014 - 2016
Masters, Computer Science
Nanjing University 2008 - 2012
Bachelors, Bachelor of Science, Mathematics
江苏省新海高级中学 Xinhai Senior High School, Jiangsu Province 2008
Skills:
R C++ Python Machine Learning Artificial Intelligence Research Data Analysis Matlab Cluster Analysis Social Network Analysis Nonlinear Optimization Data Mining Sql Relational Databases Bayesian Statistics Multivariate Statistics Experimental Design Microsoft Office Teamwork Java Latex Statistical Consulting Algorithms Hive Data Visualization Stochastic Calculus Markov Chain Monte Carlo Predictive Modeling Sas Numerical Analysis Mathematics Quantitative Analytics Quantitative Research Databases
Dec 2011 to Present Senior Java/J2EE/Flex developer
Education:
Northeastern University Sep 2009 to May 2011 Master in EngineeringNortheastern University Jan 2011 to Apr 2011 Design DocumentNortheastern University Feb 2010 to Apr 2010 Pharmacy System Website DesignNortheastern University Nov 2009 to Dec 2009 Insurance Database Design
Song Wang (2000-2004), Rob Potter (1989-1993), Jenn Park (2000-2004), Michelle Leckler (1988-1990), Aaron Hopkins (1993-1997), Emily Pendleton (2001-2005)