Image captions explicitly rely on grounded language. However, grounded language has a large discrepancy for other kinds of natural language. Existing language pre-training frameworks are driven by contextual learning which only takes the language context as self-supervision. To address this challenge, the researchers from UNC-Chapel Hill introduced a new technique that gets the context of…

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