Michael Irogoyen:

Continued use of icon fonts is a detriment to your visitors and a time-sink for you. By replacing your existing icon font implementation with SVG icons, you’re helping people utilizing assistive technologies, improving the quality, clarity, and reliability of your icons, and reducing your time to maintain legacy assets.

He makes a compelling case.