Abstract
Decision-making is often dependent on uncertain data, e.g. data associated with confidence scores or probabilities. We present a comparison of different information presentations for uncertain data and,for the first time, measure their effects on human decision-making. We show that the use of Natural Language Generation (NLG) improves decision-making under uncertainty, compared to state-of-the art graphical-based representation methods.In a task-based study with 442 adults,we found that presentations using NLG lead to 24% better decision-making on average than the graphical presentations, and to 44% better decision-making when NLG is combined with graphics. We also show that women achieve significantly better results when presented with NLG output(an 87% increase on average compared to graphical presentations).
| Original language | English |
|---|---|
| Title of host publication | Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics |
| Publisher | Association for Computational Linguistics |
| Pages | 264-268 |
| Number of pages | 5 |
| Volume | 2 |
| ISBN (Print) | 9781945626012 |
| DOIs | |
| Publication status | Published - 2016 |
| Event | 54th Annual Meeting of the Association for Computational Linguistics 2016 - Berlin, Germany Duration: 7 Aug 2016 → 12 Aug 2016 |
Conference
| Conference | 54th Annual Meeting of the Association for Computational Linguistics 2016 |
|---|---|
| Abbreviated title | ACL 2016 |
| Country/Territory | Germany |
| City | Berlin |
| Period | 7/08/16 → 12/08/16 |
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The extended WeatherGame
Rieser, V. (Creator), Gkatzia, D. (Creator) & Lemon, O. (Creator), Heriot-Watt University, 2016
DOI: 10.17861/1412934f-6d78-4214-b8b6-26405f835588
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