English

A Measure for Dialog Complexity and its Application in Streamlining Service Operations

Computation and Language 2017-08-15 v1 Artificial Intelligence

Abstract

Dialog is a natural modality for interaction between customers and businesses in the service industry. As customers call up the service provider, their interactions may be routine or extraordinary. We believe that these interactions, when seen as dialogs, can be analyzed to obtain a better understanding of customer needs and how to efficiently address them. We introduce the idea of a dialog complexity measure to characterize multi-party interactions, propose a general data-driven method to calculate it, use it to discover insights in public and enterprise dialog datasets, and demonstrate its beneficial usage in facilitating better handling of customer requests and evaluating service agents.

Keywords

Cite

@article{arxiv.1708.04134,
  title  = {A Measure for Dialog Complexity and its Application in Streamlining Service Operations},
  author = {Q Vera Liao and Biplav Srivastava and Pavan Kapanipathi},
  journal= {arXiv preprint arXiv:1708.04134},
  year   = {2017}
}

Comments

11 pages

R2 v1 2026-06-22T21:14:02.850Z