How would you explain Bill Gates to a German? He is associated with founding a company in the United States, so perhaps the German founder Carl Benz could stand in for Gates in those contexts. This type of translation is called adaptation in the tran
slation community. Until now, this task has not been done computationally. Automatic adaptation could be used in natural language processing for machine translation and indirectly for generating new question answering datasets and education. We propose two automatic methods and compare them to human results for this novel NLP task. First, a structured knowledge base adapts named entities using their shared properties. Second, vector-arithmetic and orthogonal embedding mappings methods identify better candidates, but at the expense of interpretable features. We evaluate our methods through a new dataset of human adaptations.
The Road Ahead is a book written by Bill Gates, co-founder and then-CEO of the Microsoft software company, together with Microsoft executive Nathan Myhrvold and journalist Peter Rinearson. Published in November 1995, then substantially revised about a year later, The Road Ahead summarized the implications of the personal computing revolution and described a future profoundly changed by the arrival of a global information superhighway.
Gates received a $2.5 million advance for his book and money from subsidiary rights sales; all his proceeds were donated to "encourage the use of technology in education administered through the National Foundation for the Improvement of Education," a foundation created by the National Education Association.
