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In this project, we presented Proof-of-Concept with our CLIP Vision + BERT model baseline which leverages a multilingual checkpoint with pre-trained image encoders in four languages - English, French, German, and Spanish. Our model performs very well considering the amount of training time we were able to get and achieves 0.49 eval accuracy on our multilingual VQAv2 dataset.