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Three-stage question answering system with sentence rankingстатья
- Авторы: Soboleva Daria, Vorontsov Konstantin
- Сборник: Proceedings of Third Workshop "Computational linguistics and language science"
- Серия: EPiC Series in Language and Linguistics
- Том: 4
- Год издания: 2019
- Место издания: EasyChair
- Первая страница: 18
- Последняя страница: 25
- DOI: 10.29007/bj7w
- Аннотация: We explore a recently proposed question answering system. We developed a high speed modification based on dividing the question answering system into three consecutive stages. The first step is to find the candidate documents that most likely contain the answer to the question. The second step is to rank sentences by the probability of having a correct answer to the question. The third step is to find the exact phrase that answers the question. At the third step we used a recently proposed recurrent bidirectional neural network predicting the beginning and the end of a response. In this paper we showed that the proposed question answering system allows to speed up its work without significant losses in the quality. For each step we also explored the feature space construction techniques allowing to improve the final quality.
- Добавил в систему: Соболева Дарья Михайловна