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Table 5: 

Zero-shot retrieval results (R@1) on models trained with different losses.

Flickr-ZSCOCO-ZS
MRM + ITM 20.2 9.7 
MLM + ITM 41.1 22.4 
MRM + MLM + ITM 41.9 21.3 
Flickr-ZSCOCO-ZS
MRM + ITM 20.2 9.7 
MLM + ITM 41.1 22.4 
MRM + MLM + ITM 41.9 21.3 
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