A spoken dialogue system for spatial question answering in a physical blocksworld

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Abstract

A physical blocks world, despite its relative simplicity, requires (in fully interactive form) a rich set of functional capabilities, ranging from vision to natural language understanding. In this work we tackle spatial question answering in a holistic way, using a vision system, speech input and output mediated by an animated avatar, a dialogue system that robustly interprets spatial queries, and a constraint solver that derives answers based on 3-D spatial modeling. The contributions of this work include a semantic parser that maps spatial questions into logical forms consistent with a general approach to meaning representation, a dialogue manager based on a schema representation, and a constraint solver for spatial questions that provides answers in agreement with human perception. These and other components are integrated into a multi-modal human-computer interaction pipeline.

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Platonov, G., Kane, B., Gindi, A., & Schubert, L. K. (2020). A spoken dialogue system for spatial question answering in a physical blocksworld. In SIGDIAL 2020 - 21st Annual Meeting of the Special Interest Group on Discourse and Dialogue, Proceedings of the Conference (pp. 128–131). Association for Computational Linguistics (ACL). https://doi.org/10.18653/v1/2020.sigdial-1.16

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