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Question classification (QC) is a prime constituent of automated question answering system. The work presented here demonstrates that the combination of multiple models achieve better classification performance than those obtained with…

计算与语言 · 计算机科学 2020-09-08 Somnath Banerjee , Sudip Kumar Naskar , Paolo Rosso , Sivaji Bandyopadhyay

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…

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…

计算与语言 · 计算机科学 2017-01-31 Md. Saiful Islam , Fazla Elahi Md Jubayer , Syed Ikhtiar Ahmed

The task of Visual Question Generation (VQG) is to generate human-like questions relevant to the given image. As VQG is an emerging research field, existing works tend to focus only on resource-rich language such as English due to the…

计算与语言 · 计算机科学 2023-10-13 Mahmud Hasan , Labiba Islam , Jannatul Ferdous Ruma , Tasmiah Tahsin Mayeesha , Rashedur M. Rahman

Question Answering (QA) has proved to be an arduous challenge in the area of natural language processing (NLP) and artificial intelligence (AI). Many attempts have been made to develop complete solutions for QA as well as improving…

计算与语言 · 计算机科学 2023-05-18 Pragya Katyayan , Nisheeth Joshi

Automatic question generation (QG) is a challenging problem in natural language understanding. QG systems are typically built assuming access to a large number of training instances where each instance is a question and its corresponding…

计算与语言 · 计算机科学 2019-06-07 Vishwajeet Kumar , Nitish Joshi , Arijit Mukherjee , Ganesh Ramakrishnan , Preethi Jyothi

This paper proposes CQ-VQA, a novel 2-level hierarchical but end-to-end model to solve the task of visual question answering (VQA). The first level of CQ-VQA, referred to as question categorizer (QC), classifies questions to reduce the…

计算机视觉与模式识别 · 计算机科学 2020-02-18 Aakansha Mishra , Ashish Anand , Prithwijit Guha

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…

Effective question classification is crucial for AI-driven educational tools, enabling adaptive learning systems to categorize questions by skill area, difficulty level, and competence. It not only supports educational diagnostics and…

计算与语言 · 计算机科学 2025-06-30 Junyoung Lee , Ninad Dixit , Kaustav Chakrabarti , S. Supraja

Question answering (QA) is an important aspect of open-domain conversational agents, garnering specific research focus in the conversational QA (ConvQA) subtask. One notable limitation of recent ConvQA efforts is the response being answer…

计算与语言 · 计算机科学 2020-12-18 Ashutosh Baheti , Alan Ritter , Kevin Small

Question Generation (QG) is an essential component of the automatic intelligent tutoring systems, which aims to generate high-quality questions for facilitating the reading practice and assessments. However, existing QG technologies…

计算与语言 · 计算机科学 2020-12-14 Xin Jia , Wenjie Zhou , Xu Sun , Yunfang Wu

In this paper, we propose a novel Question-Guided Hybrid Convolution (QGHC) network for Visual Question Answering (VQA). Most state-of-the-art VQA methods fuse the high-level textual and visual features from the neural network and abandon…

计算机视觉与模式识别 · 计算机科学 2018-08-09 Peng Gao , Pan Lu , Hongsheng Li , Shuang Li , Yikang Li , Steven Hoi , Xiaogang Wang

In this paper, we propose to employ the convolutional neural network (CNN) for the image question answering (QA). Our proposed CNN provides an end-to-end framework with convolutional architectures for learning not only the image and…

计算与语言 · 计算机科学 2015-11-16 Lin Ma , Zhengdong Lu , Hang Li

Multi-relation question answering (QA) is a challenging task, where given questions usually require long reasoning chains in KGs that consist of multiple relations. Recently, methods with explicit multi-step reasoning over KGs have been…

人工智能 · 计算机科学 2024-04-01 Ruijie Wang , Luca Rossetto , Michael Cochez , Abraham Bernstein

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…

计算与语言 · 计算机科学 2015-08-07 Alok Ranjan Pal , Diganta Saha , Niladri Sekhar Dash

Recently machine learning is being applied to almost every data domain one of which is Question Answering Systems (QAS). A typical Question Answering System is fairly an information retrieval system, which matches documents or text and…

信息检索 · 计算机科学 2019-10-08 Muhammad Zain Amin , Noman Nadeem

The conventional paradigm in neural question answering (QA) for narrative content is limited to a two-stage process: first, relevant text passages are retrieved and, subsequently, a neural network for machine comprehension extracts the…

计算与语言 · 计算机科学 2019-08-13 Bernhard Kratzwald , Anna Eigenmann , Stefan Feuerriegel

The paper presents a comparative study of state-of-the-art approaches for question classification task: Logistic Regression, Convolutional Neural Networks (CNN), Long Short-Term Memory Network (LSTM) and Quasi-Recurrent Neural Networks…

计算与语言 · 计算机科学 2020-01-06 Tamirlan Seidakhmetov

This paper presents a novel and comprehensive solution to enhance both the robustness and efficiency of question answering (QA) systems through supervised contrastive learning (SCL). Training a high-performance QA system has become…

计算与语言 · 计算机科学 2024-10-28 Bo Wang , Tsunenori Mine

What does it take to design a machine that learns to answer natural questions about a video? A Video QA system must simultaneously understand language, represent visual content over space-time, and iteratively transform these…

计算机视觉与模式识别 · 计算机科学 2020-04-14 Thao Minh Le , Vuong Le , Svetha Venkatesh , Truyen Tran
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