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
Transfer Learning Based Method for Human Activity Recognition
Saeedeh Zebhi - Smt Almodarresi - Vahid Abootalebi
A Time-Based Analogue-to-Digital Converter for ECG Applications
Atiyeh Karimlou - Mohammad Yavari
Attractors Manipulation in Denoising Autoencoders for Robust Phone Recognition
Shaghayegh Reza - Seyyed Ali Seyyedsalehi - Seyyedeh Zohreh Seyyedsalehi
بررسی عملکرد چرخاننده موجبری صفحه E با شبیهسازی جفتیده مغناایستایی-الکترومغناطیسی
زهرا عابدان - محمد حسین حسینی
Distributed Deep Reinforcement Learning for Radio Resource Management in O-RAN
Ahmad Ahmadi Siahpoush - Vahid Shah-Mansouri
Autoencoders for Input Reduction in Interval Type-2 Hyperbolic Fuzzy System Identification and Control: Experimental Results
Behnaz Mohammadi - Nazanin Ildarabadi - Mohammad-R Akbarzadeh-T
بررسی یک روش معکوس برای استخراج ثابت دی الکتریک محلی با استفاده از میکروسکوپ نوری روبشی میدان نزدیک
علی اقراری - محمد نشاط
Design and Analysis of a Low-Power Two-Stage Dynamic Comparator with 40ps Delay in 65nm CMOS Technology
Razieh Ghasemi - Hossein Ghasemian - Ebrahim Abiri - Mohammad Reza Salehi
Real-Time Prediction of Lower Limb AngularTrajectories Using an Optimized LSTM Model withMarkerless Motion Capture
Amirhossein Jafari - Hamed Jalaly Bidgoly
Physiotherapy Algorithms on FUM-Physio Robot
Keyvan Tayaranian Marvian - Amir Hossein Nazari - Seyed Mohammad Tahamipour Zarandi - Mohammad Reza Akbarzadeh totonchi - Zahra Soltani - Alireza Akbarzadeh totonchi
بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.8.0