The Twilio documentation is certainly incomplete and confusing.
Try the following: filters.put("DateSent>", "2014-04-27");
You can even pass two parameters to receive messages between dates:
filters.put("DateSent>", "2014-04-20");
filters.put("DateSent<", "2014-04-27");