0% Complete
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 Moravvej
1
Mohammad Javad Maleki Kahaki
2
Moein Salimi Sartakhti
3
Abdolreza Mirzaei
4
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
Type-2 fuzzy expert system for management of smart home with combining renewable resources
Ali Beheshtikhoo - Mahdi Pourgholi - Iman Khazaee
کنترل درایو موتور DC بدون جاروبک سه فاز با اینورتر چهار سوییچه به روش کنترل پیش بین مدل مبتنی بر تعداد حالات کنترلی محدود (FCS-MPC)
ابوالفضل حلوایی نیاسر - سجاد محمدی کوجانی
Virtual power plant participation in day-ahead and futures markets with a deep learning approach
Farzin Ghasemi Olanlari - Mohammad Fazel Dehghanniri - Turaj Amraee
Using the Artificial Bee Colony (ABC) Algorithm in Collaboration with the Fog Nodes in the Internet of Things Three-layer Architecture
Shakoor Vakilian - Seyed Vahid Moravvej - Ali Fanian
Precise model extraction for Li-Ion batteries using segmented Columb counting and Kalman filtering
Ali Fotokkiani - Ali Ghanbarian - Amirhossein Esteghamat - Ali Fotowat-Ahmady - Farzad Tahami
Improving the Accuracy of the Annotation Algorithm in Pattern-Based Tennis Game Video
Azam Bastanfard - Dariush Amirkhani
Image denoising using convolutional neural network
Behnam Latifi - Abolghasem Raie
یک روش موازی برای تخمین حالت سریع در سیستم های قدرت با ابعاد بزرگ با استفاده از تکنیک جداسازی گراف
بهنام کریم سرمدی - احمد صالحی دوبخشری
The Design of Fractional I-LQR Controller for Constrained Quadrotor Using Grasshopper Optimization Algorithm
Vahid Safari Dehnavi - Masoud Shafiee
A Bidirectional Transformerless Direct AC-AC Dynamic Voltage Restorer with Extended Compensation Range and Up/Down Capability
ُSeyed Mohsen Mortazavi - MohammadHadi Mokhtari - Mohammad Reza Zolghadri
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.8.0