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.

لیست مقالات

لیست مقالات بایگانی شده

Designing Of Type-2 Fuzzy Formation Controller For A Class Of Nonlinear Multiagent System Using JAYA Algorithm

Arvin Attar - Mohammad Ali Badamchizadeh - Sehraneh Ghaemi

Analytical Model for Estimating the Range of Troposcatter Active Radar

Mahdi Shiri - Mohammadreza Edalatzadeh

Improved Homptopy Technique for MIMO signal Detection

Elaheh Ghaderi - Masoumeh Azghani

مقایسه‌گر پویا با قابلیت کار در شرایط زیر آستانه بر اساس منطق Pseudo-NMOS

سید سعید حسینی دولت آبادی - محسن جلالی

Design and fabrication tip tapered fiber optic dopamine sensor based on LSPR

Roksana Esmaeilpour - Mohammad Ismail zibaii - Masoumeh Barkand - Marzieh Pajouhandeh - Soroush Rostami - Mehdi Banihashemi - Mohammad-Mahdi Babakhani-fard

Primary-Side Nonlinear Model Predictive Control for Dynamic Wireless Power Transfer System in Electric Vehicles

Kioumars Shahriari - Salar Sadeghian - Sahand Fardadidokht Fooman - Adib Abrishamifar

A Transformerless Single-Switch DC-DC Boost Converter Suitable for Renewable Energy Applications

Saed Mahmoud Alilou - Sasan Ahmadi - Mohammad Maalandish - Seyed Hossein Hosseini

Mapping Human Grasping to 3-Finger Grippers: A Deep Learning Perspective

Fatemeh Naeinian - Elnaz Balazadeh - Mehdi Tale Masouleh

A Simplified Computational Method for a Proposed mm-Wave Reconfigurable Intelligent Surface

Nima Ahmadi - Forouhar Farzaneh

Positioning a Moving Target Using Range and Doppler-Rate Measurements with Bi-static Radar

MohammadAmin Latifi - Fereidoon Behnia

بیشتر