It's hacky, but you could transform the timestamps into words. I've used that trick a few times successfully.

Something like TweetTimestampRangeA, TweetTimestampRangeB, ... One downside is that you'd need to commit to a strategy for time ranges (either chop the data into N time ranges, or else tokens for month, year, etc)