The last year of their lives/marriage etc. Last year, without the article, refers to the calendar year previous to the current year. However, when reporting what people have said, last year would refer to the year prior to that in which the speech was made: Speaking in 2010, the president said: Last year our economy grew. More @Wikipedia
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