evaluating the representational hub of language and vision models ravi shekhar ece takmaz raquel fernandez and raffaella bernardi university of trento university of amsterdam raffaella bernardi unitn it raquel fernandez ...
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...Evaluating the representational hub of language and vision models ravi shekhar ece takmaz raquel fernandez raffaella bernardi university trento amsterdam unitn it uva nl abstract multimodal used in emerging eld at intersection computational linguistics computer implement bottom up processing spoke architecture pro posed cognitive science to represent how brain processes combines multi sensory inputs particular is implemented as a neural network encoder we investigate effect on this various tasks proposed literature visual question answering reference resolution visually grounded dialogue measure quality representa tions learned by use two kinds analyses first evaluate pre trained different an existing diagnostic task designed assess modal semantic understanding second carry out battery aimed studying merges exploits modalities introduction recent years lot progress has been made within com putational thanks deep networks most monstrategy move forward propose such antol et al generation...