In my opinion dialogue is rather between to persons, and conversation among many. com/browse/conversation Well, sometimes they can be synonyms. (probably they are, you can use both words, but sometimes they look weird in sentence, it depends on context).
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i think there is a little bit deference between them .
conversation informal , but dialogue formal.