If I Hear You Correctly: Building and Evaluating Interview Chatbots with Active Listening Skills

02/05/2020
by   Ziang Xiao, et al.
0

Interview chatbots engage users in a text-based conversation to draw out their views and opinions. It is, however, challenging to build effective interview chatbots that can handle user free-text responses to open-ended questions and deliver engaging user experience. As the first step, we are investigating the feasibility and effectiveness of using publicly available, practical AI technologies to build effective interview chatbots. To demonstrate feasibility, we built a prototype scoped to enable interview chatbots with a subset of active listening skills - the abilities to comprehend a user's input and respond properly. To evaluate the effectiveness of our prototype, we compared the performance of interview chatbots with or without active listening skills on four common interview topics in a live evaluation with 206 users. Our work presents practical design implications for building effective interview chatbots, hybrid chatbot platforms, and empathetic chatbots beyond interview tasks.

READ FULL TEXT
research
04/28/2020

Recipes for building an open-domain chatbot

Building open-domain chatbots is a challenging area for machine learning...
research
10/03/2021

Project Debater APIs: Decomposing the AI Grand Challenge

Project Debater was revealed in 2019 as the first AI system that can deb...
research
04/10/2021

Designing Effective Interview Chatbots: Automatic Chatbot Profiling and Design Suggestion Generation for Chatbot Debugging

Recent studies show the effectiveness of interview chatbots for informat...
research
04/21/2022

Alexa as an Active Listener: How Backchanneling Can Elicit Self-Disclosure and Promote User Experience

Active listening is a well-known skill applied in human communication to...
research
10/22/2019

Non-cognitive abilities of exceptional software engineers: a Delphi study

Important building blocks of software engineering concepts are without a...
research
07/31/2023

Large Language Models for Education: Grading Open-Ended Questions Using ChatGPT

As a way of addressing increasingly sophisticated problems, software pro...
research
08/10/2023

Building a serverless Data Lakehouse from spare parts

The recently proposed Data Lakehouse architecture is built on open file ...

Please sign up or login with your details

Forgot password? Click here to reset