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The images inside our instruction knowledge are crawled from the web (most are authentic pics), while there might be a fair volume of cartoon pictures inside the coaching data of CLIP. The second variation lies in The truth that CLIP employs impression-text pairs with sturdy semantic correlation (by word filtering) even though we use weakly correla