# User Evaluation of a Multi-dimensional Statistical Dialogue System

arXiv: https://arxiv.org/abs/1909.02965 · HTML: https://mlsanity.com/paper/1909.02965/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 6 Sep 2019.

## Built on by (most cited first, 1 of 1)

- [Dialogue Strategy Adaptation to New Action Sets Using Multi-dimensional Modelling](https://mlsanity.com/paper/2204.07082/) (2022)

## Abstract (arXiv)

We present the first complete spoken dialogue system driven by a multi-dimensional statistical dialogue manager. This framework has been shown to substantially reduce data needs by leveraging domain-independent dimensions, such as social obligations or feedback, which (as we show) can be transferred between domains. In this paper, we conduct a user study and show that the performance of a multi-dimensional system, which can be adapted from a source domain, is equivalent to that of a one-dimensional baseline, which can only be trained from scratch.