Datasets › Wizard-of-Oz

Wizard-of-Oz

Introduced by Nikola Mrkšić et al. in Neural Belief Tracker: Data-Driven Dialogue State Tracking12 Jun 2016 archive 2025-07-28

The WoZ 2.0 dataset is a newer dialogue state tracking dataset whose evaluation is detached from the noisy output of speech recognition systems. Similar to DSTC2, it covers the restaurant search domain and has identical evaluation.

Description from NLP Progress

Image source: Mrkšić et al.

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Dialogue State Tracking Wizard-of-Oz AG-DST Joint 91.37 Amendable Generation for Dialogue State Tracking PaddlePaddle/Knover 10 Compare

Papers archive 2025-07-28

9 shown of 9 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 28. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Amendable Generation for Dialogue State Tracking 1 1 29 Oct 2021 not harvested
Effective Sequence-to-Sequence Dialogue State Tracking 1 1 31 Aug 2021 not harvested
A Sequence-to-Sequence Approach to Dialogue State Tracking 1 1 18 Nov 2020 not harvested
A Simple but Effective BERT Model for Dialog State Tracking on Resource-Limited Systems 0 1 28 Oct 2019 not harvested
Scalable Neural Dialogue State Tracking 1 1 22 Oct 2019 not harvested
Toward Scalable Neural Dialogue State Tracking Model 1 1 3 Dec 2018 ran 0 of 6 samples (6 unverified; 6 pointer-only for licence)
Towards Universal Dialogue State Tracking 1 1 22 Oct 2018 not harvested
Global-Locally Self-Attentive Dialogue State Tracker 2 1 19 May 2018 ran 0 of 8 samples (8 unverified; 3 pointer-only for licence)
Neural Belief Tracker: Data-Driven Dialogue State Tracking 0 1 12 Jun 2016 not harvested

Dataset loaders archive 2025-07-28

3 loaders as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • Wizard-of-Oz

1 variant name, as the archive lists them.

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