کنفرانس مهندسی برق ایران

صفحه اصلی / بیست و نهمین کنفرانس مهندسی برق ایران

A Method Based on Attention Mechanism using Bidirectional Long-Short Term Memory(BLSTM) for Question Answering

نویسندگان :

Seyed Vahid Moravvej¹ Mohammad Javad Maleki Kahaki² Moein Salimi Sartakhti³ Abdolreza Mirzaei⁴

1- دانشگاه صنعتی اصفهان 2- دانشگاه کاشان 3- دانشگاه صنعتی امیرکبیر 4- دانشگاه صنعتی اصفهان

کلمات کلیدی :

Question answering ، Natural Language Processing ، Attention-Based Bidirectional Long-Short Term Memory ، Covid-19

چکیده :

Question answering (QA) enables the system to answer questions automatically. In recent years, much research has been done in this area. In most methods, question and answer words are given equal importance, which leads to poor model performance. This paper proposed Attention-Based Bidirectional Long-Short Term Memory(BLSTM) to select the answer to the question. In our model, first, word embedding is trained in several different ways. Then, we consider two BLSTM networks for question and answer. The outputs of these two networks and the difference between them are connected and entered into a feed-forward neural network. Finally, this network assigns a score to a question-answer pair. We evaluate our proposed model on the English and Persian datasets about Covid-19. The experiments demonstrate that our model achieves better results than other compared methods.

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