The Why and The How: A Survey on Natural Language Interaction in Visualization

Voigt H, Alaçam Ö, Meuschke M, Lawonn K, Zarrieß S (2022)
In: Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. Stroudsburg, PA, USA: Association for Computational Linguistics: 348-374.

Konferenzbeitrag | Veröffentlicht | Englisch
 
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Autor*in
Voigt, Henrik; Alaçam, ÖzgeUniBi; Meuschke, Monique; Lawonn, Kai; Zarrieß, SinaUniBi
Abstract / Bemerkung
Natural language as a modality of interaction is becoming increasingly popular in the field of visualization. In addition to the popular query interfaces, other language-based interactions such as annotations, recommendations, explanations, or documentation experience growing interest. In this survey, we provide an overview of natural language-based interaction in the research area of visualization. We discuss a renowned taxonomy of visualization tasks and classify 119 related works to illustrate the state-of-the-art of how current natural language interfaces support their performance. We examine applied NLP methods and discuss human-machine dialogue structures with a focus on initiative, duration, and communicative functions in recent visualization-oriented dialogue interfaces. Based on this overview, we point out interesting areas for the future application of NLP methods in the field of visualization.
Erscheinungsjahr
2022
Titel des Konferenzbandes
Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
Seite(n)
348-374
Konferenz
Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies
Konferenzort
Seattle, United States
Konferenzdatum
2022-07-10 – 2022-07-15
ISBN
978-1-955917-71-1
Page URI
https://pub.uni-bielefeld.de/record/2965224

Zitieren

Voigt H, Alaçam Ö, Meuschke M, Lawonn K, Zarrieß S. The Why and The How: A Survey on Natural Language Interaction in Visualization. In: Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. Stroudsburg, PA, USA: Association for Computational Linguistics; 2022: 348-374.
Voigt, H., Alaçam, Ö., Meuschke, M., Lawonn, K., & Zarrieß, S. (2022). The Why and The How: A Survey on Natural Language Interaction in Visualization. Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 348-374. Stroudsburg, PA, USA: Association for Computational Linguistics. https://doi.org/10.18653/v1/2022.naacl-main.27
Voigt, Henrik, Alaçam, Özge, Meuschke, Monique, Lawonn, Kai, and Zarrieß, Sina. 2022. “The Why and The How: A Survey on Natural Language Interaction in Visualization”. In Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, 348-374. Stroudsburg, PA, USA: Association for Computational Linguistics.
Voigt, H., Alaçam, Ö., Meuschke, M., Lawonn, K., and Zarrieß, S. (2022). “The Why and The How: A Survey on Natural Language Interaction in Visualization” in Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (Stroudsburg, PA, USA: Association for Computational Linguistics), 348-374.
Voigt, H., et al., 2022. The Why and The How: A Survey on Natural Language Interaction in Visualization. In Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. Stroudsburg, PA, USA: Association for Computational Linguistics, pp. 348-374.
H. Voigt, et al., “The Why and The How: A Survey on Natural Language Interaction in Visualization”, Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Stroudsburg, PA, USA: Association for Computational Linguistics, 2022, pp.348-374.
Voigt, H., Alaçam, Ö., Meuschke, M., Lawonn, K., Zarrieß, S.: The Why and The How: A Survey on Natural Language Interaction in Visualization. Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. p. 348-374. Association for Computational Linguistics, Stroudsburg, PA, USA (2022).
Voigt, Henrik, Alaçam, Özge, Meuschke, Monique, Lawonn, Kai, and Zarrieß, Sina. “The Why and The How: A Survey on Natural Language Interaction in Visualization”. Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. Stroudsburg, PA, USA: Association for Computational Linguistics, 2022. 348-374.
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