Probabilistic reference and grounding with PRAGR for dialogues with robots
In this paper, we present a system for effective referential human-robot communication in the face of perceptual deviation using the Probabilistic Reference And GRounding mechanism PRAGR and vague feature models based on prototypes. PRAGR can handle descriptions of arbitrary complexity including spa...
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| Published in | Journal of experimental & theoretical artificial intelligence Vol. 28; no. 5; pp. 889 - 911 |
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| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
Abingdon
Taylor & Francis
02.09.2016
Taylor & Francis Ltd |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0952-813X 1362-3079 |
| DOI | 10.1080/0952813X.2016.1154611 |
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| Abstract | In this paper, we present a system for effective referential human-robot communication in the face of perceptual deviation using the Probabilistic Reference And GRounding mechanism PRAGR and vague feature models based on prototypes. PRAGR can handle descriptions of arbitrary complexity including spatial relations and uses flexible concept assignment in generation and resolution of referring expressions for bridging conceptual gaps in referential robot-robot or human-robot interaction. We evaluate the benefit of using vague as compared to crisp properties regarding referential success and robustness towards perspective alignment error in referential robot-robot and human-robot communication. |
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| AbstractList | In this paper, we present a system for effective referential human-robot communication in the face of perceptual deviation using the Probabilistic Reference And GRounding mechanism PRAGR and vague feature models based on prototypes. PRAGR can handle descriptions of arbitrary complexity including spatial relations and uses flexible concept assignment in generation and resolution of referring expressions for bridging conceptual gaps in referential robot-robot or human-robot interaction. We evaluate the benefit of using vague as compared to crisp properties regarding referential success and robustness towards perspective alignment error in referential robot-robot and human-robot communication. |
| Author | Falomir, Zoe Mast, Vivien Wolter, Diedrich |
| Author_xml | – sequence: 1 givenname: Vivien surname: Mast fullname: Mast, Vivien email: vivien.mast@uni-potsdam.de organization: Theoretical Computational Linguistics, University of Potsdam – sequence: 2 givenname: Zoe surname: Falomir fullname: Falomir, Zoe organization: Bremen Spatial Cognition Centre, University of Bremen – sequence: 3 givenname: Diedrich surname: Wolter fullname: Wolter, Diedrich organization: Smart Environments, University of Bamberg |
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| SubjectTerms | Artificial intelligence Crisps Descriptions Deviation dialogue Expert systems human-machine interaction perceptual deviation Probabilistic methods Probability theory Reference handling Robots Robustness symbol grounding vagueness |
| Title | Probabilistic reference and grounding with PRAGR for dialogues with robots |
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