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

Single-Channel Recursive Speech Separation with Unknown Speaker Count by Mask Estimation

Hadi Alizadeh - Rahil Mahdian Toroghi - Hassan Zareian

A Modified Suspended Carrier Transmitter for Medical Implants

Khashayar Dehghan - Omid Shoaei - Shahin Jafarabadi Ashtiani

بهبود عملکرد یک ( LOC ) Lab – On –Chipپیشرفته مبتنی بر فناوری MEMSبه کمک تقویت میدان الکتریکی ساختار

شیوا عظیمی نام - فهیمه مروی - کیان جعفری

Decoding Trait: Using Dual Transformers to Analyze Gender, Age Range and Personality

ُSaeed Asadian - Mostafa Tanasan - Bijan Vosoughi vahdat

Battery Sizing for energy management of islanded Microgrid considering the impact of discharge duration on Lead-Acid Battery effective capacity

Mehrdad Bagheri Sanjareh - Mohammad Hassan Nazari - Narges Sadat Ghiasi - Seyyed Mohammad Sadegh Ghiasi - Seyed Hoseein Hosseinian

Stochastic model predictive control based on online learning for a class of nonlinear constrained systems

Mahdi Mansoury - Mohammad Ali Badamchizadeh - Hamed Kharrati

طراحی و پیاده‌سازی یک ماشین حالت محدود جهت محاسبة تابع مثلثاتی تانژانت معکوس مبتنی بر سری تیلور عقب‌رونده و با استفاده از دو واحد ضرب‌کنندة DSP48-E بر روی تراشه‌های FPGA شرکت AMD-XILINX به صورت زمان متغیر

میثم هارونی - پیام سنائی

Design and Simulation of Modified Salisbury Spatial Filter using Genetic Algorithm for Improving Optical Image Processing

Mohammadmahdi Modabberanbeh - Hassan Kaatuzian - Amir Nader Askarpour

Low-cost dielectrophoresis-based microfluidic chip for label-free particle separation with 3D electrodes

Fatemeh Esmaeili - Zeynab Alipour - Mehdi Fardmanesh

طراحی لایه Max-Pooling نوری مجتمع مبتنی بر Ge2Sb2Te5 برای شبکه های عصبی پیچشی نوری

سمانه امیری - دکتر مهدی میری

بیشتر

ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.0.4