Generating Weather Comments from Numerical Weather Prediction
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- Murakami Soichiro
- Tokyo Institute of Technology
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- Tanaka Sora
- Tokyo Institute of Technology
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- Hangyo Masatsugu
- Weathernews Inc.
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- Kamigaito Hidetaka
- Tokyo Institute of Technology
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- Funakoshi Kotaro
- Tokyo Institute of Technology
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- Takamura Hiroya
- National Institute of Advanced Industrial Science and Technology
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- Okumura Manabu
- Tokyo Institute of Technology
Bibliographic Information
- Other Title
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- 数値気象予報からの天気予報コメントの自動生成
Abstract
<p>This research investigates the task of generating weather-forecast comments from simulation results of numerical weather prediction. This task has the following requirements. (i) The changes in numerical values for various physical quantities must be considered; (ii) the weather comments should be dependent on delivery time and area information; and (iii) the comments should provide useful information for users. To meet these requirements, we propose a data-to-text model, incorporating three types of encoders for numerical forecast maps, observation data, and metadata. We also introduce weather labels representing weather information, such as sunny or rain, in our model to describe useful information explicitly. Furthermore, we conducted automatic and human evaluations. The results indicate that our model exhibits the best performance when compared with baseline models in terms of informativeness. </p>
Journal
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- Journal of Natural Language Processing
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Journal of Natural Language Processing 28 (4), 1210-1246, 2021
The Association for Natural Language Processing
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Details 詳細情報について
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- CRID
- 1390571868614369920
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- NII Article ID
- 130008129496
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- ISSN
- 21858314
- 13407619
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- Text Lang
- ja
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- Data Source
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- JaLC
- Crossref
- CiNii Articles
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- Abstract License Flag
- Disallowed