Comparison of Machine Learning Based Methods Used in Bengali Question Classification

11/08/2019
by   Afra Anika, et al.
0

This paper work demonstrates phases of assembling a question answer type classification model. It is a step towards constructing a Question Answering (QA) system in Bengali Language. Question Answering (QA) has become a significant part of our developed life. As question classification is initial part of Question Answering (QA) system, it has become a concern for us to build question answer type classification system model.Question answer type classification system classifies the natural language questions. It categories the question asked by the user in natural language into correct Answer Category (AC). This paper presents the work to question classification in Bengali on machine learning approach using different types of algorithms such as Multi-Layer Perceptron (MLP), Naive Bayes Classifier (NBC),Support Vector Machine (SVM), Gradient Boosting Classifier(GBC), Stochastic Gradient Descent (SGD) by eliminating and without eliminating stop words.

READ FULL TEXT
research
11/08/2019

A Comprehensive Comparison of Machine Learning Based Methods Used in Bengali Question Classification

QA classification system maps questions asked by humans to an appropriat...
research
11/30/2019

A Hybrid Approach Towards Two Stage Bengali Question Classification Utilizing Smart Data Balancing Technique

Question classification (QC) is the primary step of the Question Answeri...
research
05/12/2023

Implications of Deep Circuits in Improving Quality of Quantum Question Answering

Question Answering (QA) has proved to be an arduous challenge in the are...
research
01/11/2017

Question Analysis for Arabic Question Answering Systems

The first step of processing a question in Question Answering(QA) System...
research
09/11/2018

How much should you ask? On the question structure in QA systems

Datasets that boosted state-of-the-art solutions for Question Answering ...
research
12/22/2019

Hybrid Machine Learning Models of Classifying Residential Requests for Smart Dispatching

This paper presents a hybrid machine learning method of classifying resi...
research
01/25/2020

Intent Classification in Question-Answering Using LSTM Architectures

Question-answering (QA) is certainly the best known and probably also on...

Please sign up or login with your details

Forgot password? Click here to reset