Vanishing point of attention: A platform for adaptive driver dialogue experiments
Morgan Fredriksson, Yanis Yaici, Kevin Lam, Jurgen Konigsmann, Jens Edlund
Abstract
Current in-vehicle conversational agents lack awareness of the driving situation, treating all dialogue alike regardless of cognitive demands. This paper presents a modular experimental platform that integrates the CARLA driving simulator with a real-time spatial-reasoning engine to support research on situation-aware dialogue. The system enables Wizard-of-Oz studies in which human operators control conversational agents informed by live spatial-semantic analysis of the traffic environment. As initial validation, a controlled study (n = 10) tested the platform’s sensitivity to conversational load effects, examining whether increasing conversational complexity produces a vanishing point of attention, a threshold where combined conversational and driving demands lead to a non-linear collapse in performance. Results revealed a sharp rise in collisions and missed hazard detections under high cognitive load, confirming the platform’s sensitivity to conversational strain. The platform provides a reproducible testbed for investigating how dialogue timing, content, and environmental demands interact, offering a foundation for designing adaptive, cognitively safe in-vehicle conversational systems.- Anthology ID:
- 2026.iwsds-1.24
- Volume:
- Proceedings of the 16th International Workshop on Spoken Dialogue System Technology
- Month:
- February
- Year:
- 2026
- Address:
- Trento, Italy
- Editors:
- Giuseppe Riccardi, Seyed Mahed Mousavi, Maria Ines Torres, Koichiro Yoshino, Zoraida Callejas, Shammur Absar Chowdhury, Yun-Nung Chen, Frederic Bechet, Joakim Gustafson, Géraldine Damnati, Alex Papangelis, Luis Fernando D’Haro, John Mendonça, Raffaella Bernardi, Dilek Hakkani-Tur, Giuseppe "Pino" Di Fabbrizio, Tatsuya Kawahara, Firoj Alam, Gokhan Tur, Michael Johnston
- Venue:
- IWSDS
- SIG:
- Publisher:
- Association for Computational Linguistics
- Note:
- Pages:
- 231–238
- Language:
- URL:
- https://preview.aclanthology.org/dashboard-stats/2026.iwsds-1.24/
- DOI:
- Cite (ACL):
- Morgan Fredriksson, Yanis Yaici, Kevin Lam, Jurgen Konigsmann, and Jens Edlund. 2026. Vanishing point of attention: A platform for adaptive driver dialogue experiments. In Proceedings of the 16th International Workshop on Spoken Dialogue System Technology, pages 231–238, Trento, Italy. Association for Computational Linguistics.
- Cite (Informal):
- Vanishing point of attention: A platform for adaptive driver dialogue experiments (Fredriksson et al., IWSDS 2026)
- PDF:
- https://preview.aclanthology.org/dashboard-stats/2026.iwsds-1.24.pdf