Results on Multi30k (multilingual setups). Following prior work (Ni et al., 2021), we report mean Recall (mR) scores: mR computes an average score of Recall@1, Recall@5 and Recall@10 on image-to-text retrieval and text- to-image retrieval tasks. All methods in the comparison use text data from all four languages. We divide the models into groups G1-G3 as in Table 1. † indicates results taken directly from the literature (Ni et al., 2021) and ‡ indicates our own results. MULE (Kim et al., 2020); S-LIWE (Wehrmann et al., 2019); SMALR (Burns et al., 2020); CE^M3P † (Ni et al., 2021).