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Question classification (QC) is the primary step of the Question Answering (QA) system. Question Classification (QC) system classifies the questions in particular classes so that Question Answering (QA) System can provide correct answers…

Computation and Language · Computer Science 2020-08-11 Md. Hasibur Rahman , Chowdhury Rafeed Rahman , Ruhul Amin , Md. Habibur Rahman Sifat , Afra Anika

QA classification system maps questions asked by humans to an appropriate answer category. A sound question classification (QC) system model is the pre-requisite of a sound QA system. This work demonstrates phases of assembling a QA type…

Computation and Language · Computer Science 2019-11-20 Afra Anika , Md. Hasibur Rahman , Salekul Islam , Abu Shafin Mohammad Mahdee Jameel , Chowdhury Rafeed Rahman

Prior work has demonstrated that question classification (QC), recognizing the problem domain of a question, can help answer it more accurately. However, developing strong QC algorithms has been hindered by the limited size and complexity…

Computation and Language · Computer Science 2019-08-16 Dongfang Xu , Peter Jansen , Jaycie Martin , Zhengnan Xie , Vikas Yadav , Harish Tayyar Madabushi , Oyvind Tafjord , Peter Clark

Based on the sense definition of words available in the Bengali WordNet, an attempt is made to classify the Bengali sentences automatically into different groups in accordance with their underlying senses. The input sentences are collected…

Computation and Language · Computer Science 2015-08-07 Alok Ranjan Pal , Diganta Saha , Niladri Sekhar Dash

In this study, we introduce BEnQA, a dataset comprising parallel Bengali and English exam questions for middle and high school levels in Bangladesh. Our dataset consists of approximately 5K questions covering several subjects in science…

Computation and Language · Computer Science 2024-03-19 Sheikh Shafayat , H M Quamran Hasan , Minhajur Rahman Chowdhury Mahim , Rifki Afina Putri , James Thorne , Alice Oh

Document categorization is a technique where the category of a document is determined. In this paper three well-known supervised learning techniques which are Support Vector Machine(SVM), Na\"ive Bayes(NB) and Stochastic Gradient…

Computation and Language · Computer Science 2017-01-31 Md. Saiful Islam , Fazla Elahi Md Jubayer , Syed Ikhtiar Ahmed

Question-answering systems for Bengali have seen limited development, particularly in domain-specific applications. Leveraging advancements in natural language processing, this paper explores a fine-tuned BERT-Bangla model to address this…

Computation and Language · Computer Science 2024-10-08 Subal Chandra Roy , Md Motaleb Hossen Manik

Search has for a long time been an important tool for users to retrieve information. Syntactic search is matching documents or objects containing specific keywords like user-history, location, preference etc. to improve the results.…

Computation and Language · Computer Science 2020-02-26 Arijit Das , Diganta Saha

Multilingual speakers often switch between languages to express themselves on social communication platforms. Sometimes, the original script of the language is preserved, while using a common script for all the languages is quite popular as…

Computation and Language · Computer Science 2018-03-19 Soumil Mandal , Dipankar Das

This paper explores the use of machine learning approaches, or more specifically, four supervised learning Methods, namely Decision Tree(C 4.5), K-Nearest Neighbour (KNN), Na\"ive Bays (NB), and Support Vector Machine (SVM) for…

Computation and Language · Computer Science 2014-10-09 Ashis Kumar Mandal , Rikta Sen

The domain of Natural Language Processing (NLP) has experienced notable progress in the evolution of Bangla Question Answering (QA) systems. This paper presents a comprehensive review of seven research articles that contribute to the…

Computation and Language · Computer Science 2024-12-17 Md Iftekhar Islam Tashik , Abdullah Khondoker , Enam Ahmed Taufik , Antara Firoz Parsa , S M Ishtiak Mahmud

Machine Translation is one of the research fields of Computational Linguistics. The objective of many MT Researchers is to develop an MT System that produce good quality and high accuracy output translations and which also covers maximum…

Computation and Language · Computer Science 2015-07-14 Shruti Tyagi , Deepti Chopra , Iti Mathur , Nisheeth Joshi

Although research on emotion classification has significantly progressed in high-resource languages, it is still infancy for resource-constrained languages like Bengali. However, unavailability of necessary language processing tools and…

Computation and Language · Computer Science 2021-04-20 Avishek Das , Omar Sharif , Mohammed Moshiul Hoque , Iqbal H. Sarker

One of the key issues in both natural language understanding and generation is the appropriate processing of Multiword Expressions (MWEs). MWEs pose a huge problem to the precise language processing due to their idiosyncratic nature and…

Computation and Language · Computer Science 2014-01-24 Tanmoy Chakraborty , Dipankar Das , Sivaji Bandyopadhyay

In this paper, we propose a hybrid technique for semantic question matching. It uses our proposed two-layered taxonomy for English questions by augmenting state-of-the-art deep learning models with question classes obtained from a deep…

Computation and Language · Computer Science 2021-01-21 Deepak Gupta , Rajkumar Pujari , Asif Ekbal , Pushpak Bhattacharyya , Anutosh Maitra , Tom Jain , Shubhashis Sengupta

Knowledge Components (KCs) linked to assessments enhance the measurement of student learning, enrich analytics, and facilitate adaptivity. However, generating and linking KCs to assessment items requires significant effort and…

Artificial Intelligence · Computer Science 2024-06-03 Steven Moore , Robin Schmucker , Tom Mitchell , John Stamper

In this paper, we describe a research method that generates Bangla word clusters on the basis of relating to meaning in language and contextual similarity. The importance of word clustering is in parts of speech (POS) tagging, word sense…

Computation and Language · Computer Science 2017-01-31 Dipaloke Saha , Md Saddam Hossain , MD. Saiful Islam , Sabir Ismail

Finding the semantically accurate answer is one of the key challenges in advanced searching. In contrast to keyword-based searching, the meaning of a question or query is important here and answers are ranked according to relevance. It is…

Information Retrieval · Computer Science 2019-10-25 Arijit Das , Jaydeep Mandal , Zargham Danial , Alok Ranjan Pal , Diganta Saha

A plethora of diverse approaches for question answering over RDF data have been developed in recent years. While the accuracy of these systems has increased significantly over time, most systems still focus on particular types of questions…

Information Retrieval · Computer Science 2017-10-25 Ricardo Usbeck , Michael Hoffmann , Michael Röder , Jens Lehmann , Axel-Cyrille Ngonga Ngomo

Bengali text classification is a Significant task in natural language processing (NLP), where text is categorized into predefined labels. Unlike English, Bengali faces challenges due to the lack of extensive annotated datasets and…

Computation and Language · Computer Science 2026-01-21 Md Mahmudul Hoque , Md Mehedi Hassain , Md Hojaifa Tanvir , Rahul Nandy
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