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ReMuQ: End-to-end Knowledge Retrieval with Multi-modal Queries

This repo provides the resource of our paper which aims to 1) introduce a new benchmark for multimodal-query retrieval task; 2) build an end-to-end multimodal retriever along with multimodal pretraining task. Check out our paper for more details.

Resource

ReMuQ:

A dataset for multimodal-query retriever. We turned WebQA into a multimodal query retrieval task by augmenting the WebQA questions and adding images to the questions as new multimodal-queries along with a large text-based courpus.

you can download the data from this Link.

How to read the image?

We save the image into tsv format for efficient storage purpose. See read_tsv_img.ipynb notebook how to open an image.

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a multimodal retrieval dataset

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