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https://doi.org/10.21256/zhaw-3481| Publication type: | Conference paper |
| Type of review: | Not specified |
| Title: | SwissAlps at SemEval-2017 Task 3 : attention-based convolutional neural network for community question answering |
| Authors: | Deriu, Jan Milan Cieliebak, Mark |
| DOI: | 10.21256/zhaw-3481 10.18653/v1/S17-2054 |
| Proceedings: | Proceedings of the 11th International Workshop on Semantic Evaluation (SemEval-2017) |
| Volume(Issue): | 11 |
| Page(s): | 334 |
| Pages to: | 338 |
| Conference details: | SemEval 2017 - International Workshop on Semantic Evaluation, Vancouver, Canada, 3-4 August 2017 |
| Issue Date: | 2017 |
| Publisher / Ed. Institution: | Association for Computational Linguistics |
| Language: | English |
| Subject (DDC): | 410.285: Computational linguistics |
| Abstract: | 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 |
| Fulltext version: | Published version |
| License (according to publishing contract): | CC BY 4.0: Attribution 4.0 International |
| Departement: | School of Engineering |
| Organisational Unit: | Institute of Computer Science (InIT) |
| Published as part of the ZHAW project: | DeepText: Intelligente Textanalyse mit Deep Learning |
| Appears in collections: | Publikationen School of Engineering |
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|---|---|---|---|---|
| 106_Paper-1.pdf | 356.12 kB | Adobe PDF |  View/Open |
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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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