Case folding Applications like IR: reduce all letters to lower case Since users tend to use lower case Possible exception: upper case in mid- sentence? e.g., General Motors Fed vs. fed SAIL vs. sail For sentiment analysis, MT, Information extraction Case is helpful ( US versus us is