There's not a lot in it, really. There are some rules about when "that" is obligatory or inadmissible, but your example is one where it is optional. Generally, (I believe) "that" is more likely to be omitted after short and common verbs than after longer and less frequent ones, so I'd say your example is better without it, especially informally.
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