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weather/find	0:6:datetime,7:21:weather/noun,26:39:location	Friday weather report for half moon bay	en_XX	{"tokenizations":[{"tokens":["friday","weather","report","for","half","moon","bay"],"tokenSpans":[{"start":0,"length":6},{"start":7,"length":7},{"start":15,"length":6},{"start":22,"length":3},{"start":26,"length":4},{"start":31,"length":4},{"start":36,"length":3}],"tokenizerType":2,"normalizerType":1}]}
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End of preview. Expand in Dataset Viewer.

Multilingual Task-Oriented Dialog Data

Directory structure

This dataset consists of 3 directories:

en contains the English data
es contains the Spanish data
th contains the Thai data

In each directory, you'll find a file for each of the train/dev/test splits as used in our paper.

File format

PYTEXT parquet FORMAT

Each parquet file contains following 5 columns: intent label, the slot annotations in a comma-separated list with the format <start token>:<end token>:<slot type>, untokenized utterance, the language, and the token spans from an in-house multilingual tokenizer.

The "upsampled" files contain the upsampled Spanish/Thai data so that there are roughly equal amounts of English and Spanish/Thai data for training and model selection.

License

Provided under the CC-BY-SA license.

Citation

If you use this dataset in your research, please cite the following paper:

@unpublished{Schuster2018,
  author = {Sebastian Schuster and Sonal Gupta and Rushin Shah and Mike Lewis},
    title = {Cross-lingual Transfer Learning for Multilingual Task Oriented Dialog},
    year = {2018},
    note = {arXiv preprint},
    url = {http://arxiv.org/abs/}
}

Questions

Please contact Sonal Gupta ([email protected]) with questions about this dataset.

Downloads last month: 63

Size of downloaded dataset files:

10.1 MB

Size of the auto-converted Parquet files:

10.1 MB

Number of rows:

114,098