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https://doi.org/10.21256/zhaw-3481| Publikationstyp: | Konferenz: Paper |
| Art der Begutachtung: | Keine Angabe |
| Titel: | SwissAlps at SemEval-2017 Task 3 : attention-based convolutional neural network for community question answering |
| Autor/-in: | Deriu, Jan Milan Cieliebak, Mark |
| DOI: | 10.21256/zhaw-3481 10.18653/v1/S17-2054 |
| Tagungsband: | Proceedings of the 11th International Workshop on Semantic Evaluation (SemEval-2017) |
| Band(Heft): | 11 |
| Seite(n): | 334 |
| Seiten bis: | 338 |
| Angaben zur Konferenz: | SemEval 2017 - International Workshop on Semantic Evaluation, Vancouver, Canada, 3-4 August 2017 |
| Erscheinungsdatum: | 2017 |
| Verlag / Hrsg. Institution: | Association for Computational Linguistics |
| Sprache: | Englisch |
| Fachgebiet (DDC): | 410.285: Computerlinguistik |
| Zusammenfassung: | In this paper we propose a system for re-ranking answers for a given question. Our method builds on a siamese CNN architecture which is extended by two attention mechanisms. The approach was evaluated on the datasets of the SemEval-2017 competition for Community Question Answering (cQA), where it achieved 7th place obtaining a MAP score of 86.24 points on the Question-Comment Similarity subtask. |
| URI: | https://digitalcollection.zhaw.ch/handle/11475/1976 |
| Volltext Version: | Publizierte Version |
| Lizenz (gemäss Verlagsvertrag): | CC BY 4.0: Namensnennung 4.0 International |
| Departement: | School of Engineering |
| Organisationseinheit: | Institut für Informatik (InIT) |
| Publiziert im Rahmen des ZHAW-Projekts: | DeepText: Intelligente Textanalyse mit Deep Learning |
| Enthalten in den Sammlungen: | Publikationen School of Engineering |
Dateien zu dieser Ressource:
| Datei | Beschreibung | Größe | Format | |
|---|---|---|---|---|
| 106_Paper-1.pdf | 356.12 kB | Adobe PDF |  Öffnen/Anzeigen |
Zur Langanzeige
Deriu, J. M., & Cieliebak, M. (2017). SwissAlps at SemEval-2017 Task 3 : attention-based convolutional neural network for community question answering [Conference paper]. Proceedings of the 11th International Workshop on Semantic Evaluation (SemEval-2017), 11, 334–338. https://doi.org/10.21256/zhaw-3481
Deriu, J.M. and Cieliebak, M. (2017) ‘SwissAlps at SemEval-2017 Task 3 : attention-based convolutional neural network for community question answering’, in Proceedings of the 11th International Workshop on Semantic Evaluation (SemEval-2017). Association for Computational Linguistics, pp. 334–338. Available at: https://doi.org/10.21256/zhaw-3481.
J. M. Deriu and M. Cieliebak, “SwissAlps at SemEval-2017 Task 3 : attention-based convolutional neural network for community question answering,” in Proceedings of the 11th International Workshop on Semantic Evaluation (SemEval-2017), 2017, vol. 11, pp. 334–338. doi: 10.21256/zhaw-3481.
DERIU, Jan Milan und Mark CIELIEBAK, 2017. SwissAlps at SemEval-2017 Task 3 : attention-based convolutional neural network for community question answering. In: Proceedings of the 11th International Workshop on Semantic Evaluation (SemEval-2017). Conference paper. Association for Computational Linguistics. 2017. S. 334–338
Deriu, Jan Milan, and Mark Cieliebak. 2017. “SwissAlps at SemEval-2017 Task 3 : Attention-Based Convolutional Neural Network for Community Question Answering.” Conference paper. In Proceedings of the 11th International Workshop on Semantic Evaluation (SemEval-2017), 11:334–38. Association for Computational Linguistics. https://doi.org/10.21256/zhaw-3481.
Deriu, Jan Milan, and Mark Cieliebak. “SwissAlps at SemEval-2017 Task 3 : Attention-Based Convolutional Neural Network for Community Question Answering.” Proceedings of the 11th International Workshop on Semantic Evaluation (SemEval-2017), vol. 11, Association for Computational Linguistics, 2017, pp. 334–38, https://doi.org/10.21256/zhaw-3481.
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