Generating Instructions at Different Levels of Abstraction

Arne Köhn, Julia Wichlacz, Alvaro Torralba, Daniel Höller, Jörg Hoffmann, Alexander Koller

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Abstrakt

When generating technical instructions, it is often convenient to describe complex objects in the world at different levels of abstraction. A novice user might need an object explained piece by piece, while for an expert, talking about the complex object (e.g. a wall or railing) directly may be more succinct and efficient. We show how to generate building instructions at different levels of abstraction in Minecraft. We introduce the use of hierarchical planning to this end, a method from AI planning which can capture the structure of complex objects neatly. A crowdsourcing evaluation shows that the choice of abstraction level matters to users, and that an abstraction strategy which balances low-level and high-level object descriptions compares favorably to ones which don’t.
OriginalsprogEngelsk
TitelProceedings of the 28th International Conference on Computational Linguistics
ForlagInternational Committee on Computational Linguistics
Publikationsdato2020
Sider2802-2813
StatusUdgivet - 2020
BegivenhedInternational Conference on Computational Linguistics - Barcelona, Spanien
Varighed: 1 jan. 202031 dec. 2020
Konferencens nummer: 28th

Konference

KonferenceInternational Conference on Computational Linguistics
Nummer28th
LandSpanien
ByBarcelona
Periode01/01/202031/12/2020

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