A Question-Answering System for Students at Elementary School: A Case Study in History and Geographical Domain

碩士 === 國立臺灣大學 === 資訊網路與多媒體研究所 === 103 === In this work, we present a question-answering (QA) system for the 5th and 6th grade students to support their learning. Students ask questions and the QA system gives answers to their questions based on a knowledge base created from textbooks. A taxonomy is...

Full description

Bibliographic Details
Main Authors: Chih-Chieh Shao, 邵志杰
Other Authors: Hsin-Hsi Chen
Format: Others
Language:zh-TW
Published: 2015
Online Access:http://ndltd.ncl.edu.tw/handle/735aur
id ndltd-TW-103NTU05641008
record_format oai_dc
spelling ndltd-TW-103NTU056410082019-05-15T22:17:24Z http://ndltd.ncl.edu.tw/handle/735aur A Question-Answering System for Students at Elementary School: A Case Study in History and Geographical Domain 小學生問答系統之研究:以歷史地理領域素材為例 Chih-Chieh Shao 邵志杰 碩士 國立臺灣大學 資訊網路與多媒體研究所 103 In this work, we present a question-answering (QA) system for the 5th and 6th grade students to support their learning. Students ask questions and the QA system gives answers to their questions based on a knowledge base created from textbooks. A taxonomy is constructed semi-automatically from multiple choice questions (MCQs) and student questions. It is used to find the probable answer type of a question. Then, we construct an IR system using Solr, an open source IR system, based on textbook knowledge. We use textbook paragraph returned by solr to determine answers. In the experiments, we examine each component of the question-answering system and analyze the possible errors separately. We consider different approaches and show the pros and cons of each approach. The experimental results show that our question answering system can handle the questions submitted by children. Our system achieves 0.52 mrr score in textbook question dataset and 0.46 in students’ question dataset. Hsin-Hsi Chen 陳信希 2015 學位論文 ; thesis 47 zh-TW
collection NDLTD
language zh-TW
format Others
sources NDLTD
description 碩士 === 國立臺灣大學 === 資訊網路與多媒體研究所 === 103 === In this work, we present a question-answering (QA) system for the 5th and 6th grade students to support their learning. Students ask questions and the QA system gives answers to their questions based on a knowledge base created from textbooks. A taxonomy is constructed semi-automatically from multiple choice questions (MCQs) and student questions. It is used to find the probable answer type of a question. Then, we construct an IR system using Solr, an open source IR system, based on textbook knowledge. We use textbook paragraph returned by solr to determine answers. In the experiments, we examine each component of the question-answering system and analyze the possible errors separately. We consider different approaches and show the pros and cons of each approach. The experimental results show that our question answering system can handle the questions submitted by children. Our system achieves 0.52 mrr score in textbook question dataset and 0.46 in students’ question dataset.
author2 Hsin-Hsi Chen
author_facet Hsin-Hsi Chen
Chih-Chieh Shao
邵志杰
author Chih-Chieh Shao
邵志杰
spellingShingle Chih-Chieh Shao
邵志杰
A Question-Answering System for Students at Elementary School: A Case Study in History and Geographical Domain
author_sort Chih-Chieh Shao
title A Question-Answering System for Students at Elementary School: A Case Study in History and Geographical Domain
title_short A Question-Answering System for Students at Elementary School: A Case Study in History and Geographical Domain
title_full A Question-Answering System for Students at Elementary School: A Case Study in History and Geographical Domain
title_fullStr A Question-Answering System for Students at Elementary School: A Case Study in History and Geographical Domain
title_full_unstemmed A Question-Answering System for Students at Elementary School: A Case Study in History and Geographical Domain
title_sort question-answering system for students at elementary school: a case study in history and geographical domain
publishDate 2015
url http://ndltd.ncl.edu.tw/handle/735aur
work_keys_str_mv AT chihchiehshao aquestionansweringsystemforstudentsatelementaryschoolacasestudyinhistoryandgeographicaldomain
AT shàozhìjié aquestionansweringsystemforstudentsatelementaryschoolacasestudyinhistoryandgeographicaldomain
AT chihchiehshao xiǎoxuéshēngwèndáxìtǒngzhīyánjiūyǐlìshǐdelǐlǐngyùsùcáiwèilì
AT shàozhìjié xiǎoxuéshēngwèndáxìtǒngzhīyánjiūyǐlìshǐdelǐlǐngyùsùcáiwèilì
AT chihchiehshao questionansweringsystemforstudentsatelementaryschoolacasestudyinhistoryandgeographicaldomain
AT shàozhìjié questionansweringsystemforstudentsatelementaryschoolacasestudyinhistoryandgeographicaldomain
_version_ 1719127455969574912