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Datasets/MultiWOZ

MultiWOZ

Multi-domain Wizard-of-Oz

TextsMITIntroduced 2018-01-01

The Multi-domain Wizard-of-Oz (MultiWOZ) dataset is a large-scale human-human conversational corpus spanning over seven domains, containing 8438 multi-turn dialogues, with each dialogue averaging 14 turns. Different from existing standard datasets like WOZ and DSTC2, which contain less than 10 slots and only a few hundred values, MultiWOZ has 30 (domain, slot) pairs and over 4,500 possible values. The dialogues span seven domains: restaurant, hotel, attraction, taxi, train, hospital and police.

Source: Contents

Image Source: Zhang et al

Related Benchmarks

MULTIWOZ 2.0/Dialogue/BLEUMULTIWOZ 2.0/Dialogue/BLEU-4MULTIWOZ 2.0/Dialogue/MultiWOZ (Inform)MULTIWOZ 2.0/Dialogue/MultiWOZ (Success)MULTIWOZ 2.0/Dialogue/ScoreMULTIWOZ 2.0/Task-Oriented Dialogue Systems/BLEU-4MULTIWOZ 2.0/Task-Oriented Dialogue Systems/ScoreMULTIWOZ 2.1/Data-to-Text Generation/BLEUMULTIWOZ 2.1/Dialogue/BLEUMULTIWOZ 2.1/Dialogue/Joint AccMULTIWOZ 2.1/Dialogue/MultiWOZ (Inform)MULTIWOZ 2.1/Dialogue/MultiWOZ (Joint Goal Acc)MULTIWOZ 2.1/Dialogue/MultiWOZ (Success)MULTIWOZ 2.1/Text Generation/BLEUMULTIWOZ 2.2/Dialogue/MultiWOZ (Joint Goal Acc)MULTIWOZ 2.2/Intent Detection/AccuarcyMULTIWOZ 2.2/Slot Filling/F1 score

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Data-to-Text GenerationDialogue State TrackingEnd-To-End Dialogue ModellingIntent DetectionMulti-domain Dialogue State TrackingSlot FillingTask-Oriented Dialogue Systemsdomain classification