To elaborate on the float example, see JSON, where text-based representations of numbers has led to massive incompatibilities among different parsers and generators. The original "spec" didn't even define if numbers were doubles or infinite precision or what. This is much harder to mess up with a binary format.
http://seriot.ch/parsing_json.php