[GEM] MultiWOZ dialogue dataset
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Hi @yjernite can I help in adding this dataset? 

I am excited about this because this will be my first contribution to the datasets library as well as to hugginface.
2020-12-12T13:42:30Z
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COLLABORATOR
Resolved via https://github.com/huggingface/datasets/pull/979
2022-10-05T12:31:13Z
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## Adding a Dataset
- **Name:** MultiWOZ (Multi-Domain Wizard-of-Oz)
- **Description:** 10k annotated human-human dialogues. Each dialogue consists of a goal, multiple user and system utterances as well as a belief state. Only system utterances are annotated with dialogue acts – there are no annotations from the user side.
- **Paper:** https://arxiv.org/pdf/2007.12720.pdf
- **Data:** https://github.com/budzianowski/multiwoz
- **Motivation:** Will likely be part of the GEM shared task

Instructions to add a new dataset can be found [here](https://huggingface.co/docs/datasets/share_dataset.html).
