It works for ME in IE10. Do you have below files in your fonts directory
glyphicons-halflings-regular.eot
glyphicons-halflings-regular.svg
glyphicons-halflings-regular.ttf
glyphicons-halflings-regular.woff
I Used to display time icon beside my article.
<span class="glyphicon glyphicon-time"></span>