Explanation as Question Answering based on Design Knowledge

12/16/2021
by   Ashok Goel, et al.
0

Explanation of an AI agent requires knowledge of its design and operation. An open question is how to identify, access and use this design knowledge for generating explanations. Many AI agents used in practice, such as intelligent tutoring systems fielded in educational contexts, typically come with a User Guide that explains what the agent does, how it works and how to use the agent. However, few humans actually read the User Guide in detail. Instead, most users seek answers to their questions on demand. In this paper, we describe a question answering agent (AskJill) that uses the User Guide for an interactive learning environment (VERA) to automatically answer questions and thereby explains the domain, functioning, and operation of VERA. We present a preliminary assessment of AskJill in VERA.

READ FULL TEXT
research
06/08/2022

Explanation as Question Answering based on a Task Model of the Agent's Design

We describe a stance towards the generation of explanations in AI agents...
research
12/15/2022

Saved You A Click: Automatically Answering Clickbait Titles

Often clickbait articles have a title that is phrased as a question or v...
research
08/01/2023

Designing a Communication Bridge between Communities: Participatory Design for a Question-Answering AI Agent

How do we design an AI system that is intended to act as a communication...
research
12/13/2021

Explanation Container in Case-Based Biomedical Question-Answering

The National Center for Advancing Translational Sciences(NCATS) Biomedic...
research
09/09/2021

From Philosophy to Interfaces: an Explanatory Method and a Tool Inspired by Achinstein's Theory of Explanation

We propose a new method for explanations in Artificial Intelligence (AI)...
research
10/02/2021

Generating User-Centred Explanations via Illocutionary Question Answering: From Philosophy to Interfaces

We propose a new method for generating explanations with Artificial Inte...
research
04/08/2019

Revisiting EmbodiedQA: A Simple Baseline and Beyond

In Embodied Question Answering (EmbodiedQA), an agent interacts with an ...

Please sign up or login with your details

Forgot password? Click here to reset