- The chained impacts of image captioning and multilingual understanding model in the proposed pipeline. If the Image caption gives worse results and the final results could be worse. So The basic performance of the image caption model and multilingual language mode depends on the engineering model choice when it applies to zero-shot.
- This pipeline style method including two models does not give better average results for both XVNLI and MaRVL. Baseline models in the experiments are not well introduced.
- This pipeline style method including two models does not give better average results for both XVNLI and MaRVL. Baseline models in the experiments are not well introduced.