task-specific-datasets

A collection of NLU datasets in constrained domains.

List of datasets:

Banking: online banking queries annotated with their corresponding intents.
Span Extraction: the data used for the SpanConvert paper.
NLU++: a challenging evaluation environment for dialogue NLU models (multi-domain, multi-label intents and slots).
EVI: a challenging multilingual dataset for knowledge-based enrolment, identification, and identification in spoken dialogue systems.

Banking

Dataset composed of online banking queries annotated with their corresponding intents.

Dataset statistics
Train examples	10003
Test examples	3080
Number of intents	77

Example Query	Intent
Is there a way to know when my card will arrive?	card_arrival
I think my card is broken	card_not_working
I made a mistake and need to cancel a transaction	cancel_transfer
Is my card usable anywhere?	card_acceptance

Citations

When using the banking dataset in your work, please cite Efficient Intent Detection with Dual Sentence Encoders.

@inproceedings{Casanueva2020,
    author      = {I{\~{n}}igo Casanueva and Tadas Temcinas and Daniela Gerz and Matthew Henderson and Ivan Vulic},
    title       = {Efficient Intent Detection with Dual Sentence Encoders},
    year        = {2020},
    month       = {mar},
    note        = {Data available at https://github.com/PolyAI-LDN/task-specific-datasets},
    url         = {https://arxiv.org/abs/2003.04807},
    booktitle   = {Proceedings of the 2nd Workshop on NLP for ConvAI - ACL 2020}
}

License

The datasets shared on this repository are licensed under the license found in the LICENSE file.