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  - **Leaderboard:** https://github.com/budzianowski/multiwoz
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  - **Who transforms the dataset:** Qi Zhu(zhuq96 at gmail dot com)
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  ### Dataset Summary
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  MultiWOZ 2.1 fixed the noise in state annotations and dialogue utterances. It also includes user dialogue acts from ConvLab (Lee et al., 2019) as well as multiple slot descriptions per dialogue state slot.
 
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  - **Leaderboard:** https://github.com/budzianowski/multiwoz
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  - **Who transforms the dataset:** Qi Zhu(zhuq96 at gmail dot com)
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+ To use this dataset, you need to install [ConvLab-3](https://github.com/ConvLab/ConvLab-3) platform first. Then you can load the dataset via:
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+ ```
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+ from convlab.util import load_dataset, load_ontology, load_database
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+
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+ dataset = load_dataset('multiwoz21')
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+ ontology = load_ontology('multiwoz21')
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+ database = load_database('multiwoz21')
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+ ```
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+ For more usage please refer to the [here](https://github.com/ConvLab/ConvLab-3/tree/master/data/unified_datasets).
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  ### Dataset Summary
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  MultiWOZ 2.1 fixed the noise in state annotations and dialogue utterances. It also includes user dialogue acts from ConvLab (Lee et al., 2019) as well as multiple slot descriptions per dialogue state slot.