Maike Paetzel-Prüsmann
2022
The slurk Interaction Server Framework: Better Data for Better Dialog Models
Jana Götze
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Maike Paetzel-Prüsmann
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Wencke Liermann
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Tim Diekmann
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David Schlangen
Proceedings of the Thirteenth Language Resources and Evaluation Conference
This paper presents the slurk software, a lightweight interaction server for setting up dialog data collections and running experiments. slurk enables a multitude of settings including text-based, speech and video interaction between two or more humans or humans and bots, and a multimodal display area for presenting shared or private interactive context. The software is implemented in Python with an HTML and JavaScript frontend that can easily be adapted to individual needs. It also provides a setup for pairing participants on common crowdworking platforms such as Amazon Mechanical Turk and some example bot scripts for common interaction scenarios.
Strategy-level Entrainment of Dialogue System Users in a Creative Visual Reference Resolution Task
Deepthi Karkada
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Ramesh Manuvinakurike
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Maike Paetzel-Prüsmann
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Kallirroi Georgila
Proceedings of the Thirteenth Language Resources and Evaluation Conference
In this work, we study entrainment of users playing a creative reference resolution game with an autonomous dialogue system. The language understanding module in our dialogue system leverages annotated human-wizard conversational data, openly available knowledge graphs, and crowd-augmented data. Unlike previous entrainment work, our dialogue system does not attempt to make the human conversation partner adopt lexical items in their dialogue, but rather to adapt their descriptive strategy to one that is simpler to parse for our natural language understanding unit. By deploying this dialogue system through a crowd-sourced study, we show that users indeed entrain on a “strategy-level” without the change of strategy impinging on their creativity. Our work thus presents a promising future research direction for developing dialogue management systems that can strategically influence people’s descriptive strategy to ease the system’s language understanding in creative tasks.
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Co-authors
- Jana Götze 1
- Wencke Liermann 1
- Tim Diekmann 1
- David Schlangen 1
- Deepthi Karkada 1
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