Survey on Evaluation Methods for Dialogue Systems

05/10/2019
by   Jan Deriu, et al.
0

In this paper we survey the methods and concepts developed for the evaluation of dialogue systems. Evaluation is a crucial part during the development process. Often, dialogue systems are evaluated by means of human evaluations and questionnaires. However, this tends to be very cost and time intensive. Thus, much work has been put into finding methods, which allow to reduce the involvement of human labour. In this survey, we present the main concepts and methods. For this, we differentiate between the various classes of dialogue systems (task-oriented dialogue systems, conversational dialogue systems, and question-answering dialogue systems). We cover each class by introducing the main technologies developed for the dialogue systems and then by presenting the evaluation methods regarding this class.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
08/03/2021

How to Evaluate Your Dialogue Models: A Review of Approaches

Evaluating the quality of a dialogue system is an understudied problem. ...
research
11/19/2022

Bipartite-play Dialogue Collection for Practical Automatic Evaluation of Dialogue Systems

Automation of dialogue system evaluation is a driving force for the effi...
research
10/30/2019

A Framework for Building Closed-Domain Chat Dialogue Systems

This paper presents PyChat, a framework for developing closed-domain cha...
research
09/29/2017

The First Evaluation of Chinese Human-Computer Dialogue Technology

In this paper, we introduce the first evaluation of Chinese human-comput...
research
09/14/2023

Exploring the Impact of Human Evaluator Group on Chat-Oriented Dialogue Evaluation

Human evaluation has been widely accepted as the standard for evaluating...
research
10/05/2020

Spot The Bot: A Robust and Efficient Framework for the Evaluation of Conversational Dialogue Systems

The lack of time-efficient and reliable evaluation methods hamper the de...
research
05/18/2016

On the Evaluation of Dialogue Systems with Next Utterance Classification

An open challenge in constructing dialogue systems is developing methods...

Please sign up or login with your details

Forgot password? Click here to reset