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MSComplexTasks Dataset

The MSComplexTasks dataset is stored in the file task_subtask_data.json.

In the file, each line is a dictionary, where the keys are:

  1. id: an identifier for instances in the data.

  2. task: the name of the complex task.

  3. subtasks: a list of subtasks of the current complex task. Further, each of the items in this list contain the following keys:

    • id: an identifier for instances of subtasks.
    • name: the string representing the subtask.
    • source: the URL from which the current subtask was sourced.

  4. subtask_order_matters: a boolean Yes/No indicating whether the order of the subtasks is important for its completion.

  5. subtask_dependencies (optional): if subtask_order_matters is Yes, a list of dependencies between previously listed subtasks. Each item in this list is single dependency edge that contains:

    • parent: the identifier of the subtask indicating the parent of this directed edge.
    • child: the identifier of the subtask indicating the child of this directed edge.

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Citing this Work

If you use this dataset in your work please cite:

@InProceedings{zhang:2021:NAACL,
  author    = {Zhang, Yi and Jauhar, Sujay K.  and  Kiseleva, Julia and White, Ryen and Roth, Dan},
  title     = {Learning to Decompose and Organize Complex Tasks},
  booktitle = {Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies},
  year      = {2021},
}