0% Complete
صفحه اصلی
/
سی و یکمین کنفرانس بین المللی مهندسی برق
Single- and Multi-Hop BERT Question Classifier for Open-Domain Question Answering (SiMQC)
نویسندگان :
Faeze Zakaryapour Sayyad
1
Mahdi Bohlouli
2
1- Institute for Advanced Studies in Basic Sciences
2- Institute for Advanced Studies in Basic Sciences
کلمات کلیدی :
Text-based Question Answering،Information Retrieval،Deep Learning،Natural Language Processing
چکیده :
Multi-hop Question Answering has received particular attention in research and practice in recent years, especially in the context of conversational systems and answering complex questions. Various architectures have been proposed to answer these complex multi-hop questions. However, in real-world scenarios, a conversational system should be able to respond to both simple (single-hop), and complex (multi-hop) questions and particular attention to one shouldn't result in not being able to respond to another. Furthermore, some multi-hop questions can be easily processed by splitting them into multiple single-hop questions. In this work, we propose an efficient BERT question classifier that supports retrievers in the question answering systems to process both single- and multi-hop questions. Another contribution of this work is the release of a mixed dataset that consists of both single- and multi-hop questions. We show that utilizing our classifier inside the QA system can improve the accuracy of these systems and enables them to answer both kinds of questions considering their complexity.
لیست مقالات
لیست مقالات بایگانی شده
On the selection of superspreaders for advertising in science education using a new similarity measure
Sanaz Afsharian - Mohsen Heidari - Heidar Nosratzadeh - Mojgan Khalifeh
A straightforward approach for measuring blood pressure in an upper arm digital blood pressure monitor
Mohammad Soroush Rezaei - Mahdi Khalilzadeh Shabestari - Seyed Yousef Jazaery Farsany - Danial Katoozian - Hossein Hosseini-Nejad
طراحی مدولاتور الکتروجذبی پلاسمونیک مبتنی بر Vo2 باساختار اسلت برای بهبود عملکرد در طول موج 1550 نانومتر مخابراتی
حبیبه صمدی - حمید واحد - هادی صوفی
Adaptive fault tolerant neural control of heterogeneous second-order multi-agent systems
Mohammad Hadi Rezaei - Ali Abooee
Design and Simulation of Axial Flux Permanent Magnet Electrical Machine for Electric Vehicles Application
Hamid Radmanesh - Reza Sharifi
A new double rotor switched reluctance motor aiming at average torque improvement
Reza Rezaei - Seyed Reza Mousavi Aghdam
Electrical Properties of Dielectric Barrier Discharge Plasma Actuator In Argon With 13.56MHz RF Power Supply
Sepideh Bashiry - Nayyereh Zahednia - Mehdi Bakhshzad Mahmoudi
Investigation of The Thermal Process Stability Analysis By New BIBO Stability Algorithm of 2-D Discrete Models
Mehdi Mohammadi - Masoud Shafiee - Mahdi Mirshahi
Classifier Fusion Based on Extracted Features Using a Spiking Neural Network from Handwritten Digits
Ali Gholamzade Fard Kazzazi - Malihe Nazari - Fariba Bahrami
A Novel Multi-Variable Search Space Method for Selective Harmonic Control-PWM in Active Power Filters
Mohammadhossein Mohammadpour - Faegheh Taghipour Reyneh - Hoda Ghoreishy - Seyyed Asghar Gholamian
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 40.4.2