pvl / OPINE

Dataset for Open Intent Extraction from Natural Language Interactions

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OPINE

The Dataset for the paper Open Intent Extraction from Natural Language Interactions (best paper, Web Conference 2020) is shared here.

Dataset Description

The dataset is a tab-separated text file. Each line of this file contains three columns: Inputs, Intent Labels and Intent Tags separated by a 'tab'.

The first column Inputs contains one or more sentences of Input text.

The second column Intent Labels contains human annotated intents for the input text. The number of intents per input text varies from 0 to 3.

Each intent is a phrase containing an ACTION phrase and an OBJECT phrase. For more description of the ACTION and OBJECT phrases, please refer to the above mentioned paper.

The third column Intent Tags contains the tag label (ACTION, OBJECT or NONE) for each word of the intents in the second column.

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

@inproceedings{vedula2020open,
  title={Open Intent Extraction from Natural Language Interactions},
  author={Vedula, Nikhita and Lipka, Nedim and Maneriker, Pranav and Parthasarathy, Srinivasan},
  booktitle={Proceedings of The Web Conference 2020},
  pages={2009--2020},
  year={2020}
}

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Dataset for Open Intent Extraction from Natural Language Interactions