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README.md

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 ### Summary
 
-Finetuning a Vision-and-Language Pre-training (VLP) model for a fashion-related downstream task, Visual Question Answering (VQA). The related model, ViLT, was proposed in [ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision](https://arxiv.org/abs/2102.03334) and incorporates text embeddings into a Vision Transformer (ViT), allowing it to have a minimal design for VLP.
+A Vision-and-Language Pre-training (VLP) model for a fashion-related downstream task, Visual Question Answering (VQA). The related model, ViLT, was proposed in [ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision](https://arxiv.org/abs/2102.03334) and incorporates text embeddings into a Vision Transformer (ViT), allowing it to have a minimal design for VLP.
 
 ### Model Description