Automatic Gap-fill Question Generation from Text Books

In this paper, we present an automatic question generation system that can generate gap-fill questions for content in a document. Gap-fill questions are fill-in-the-blank questions with multiple choices (one correct answer and three distractors) provided. The system finds the informative sentences from the document and generates gap-fill questions from them by first blanking keys from the sentences and then determining the distractors for these keys. Syntactic and lexical features are used in this process without relying on any external resource apart from the information in the document. We evaluated our system on two chapters of a standard biology textbook and presented the results.

[1]  Maxine Eskénazi,et al.  Automatic Question Generation for Vocabulary Assessment , 2005, HLT.

[2]  Stephanie Seneff,et al.  Automatic generation of cloze items for prepositions , 2007, INTERSPEECH.

[3]  Eiichiro Sumita,et al.  Measuring Non-native Speakers’ Proficiency of English by Using a Test with Automatically-Generated Fill-in-the-Blank Questions , 2005 .

[4]  Tsukasa Hirashima,et al.  A computational method of complexity of questions on contents of English sentences and its evaluation , 2002, International Conference on Computers in Education, 2002. Proceedings..

[5]  Le An Ha,et al.  Generating Multiple-Choice Test Items from Medical Text: A Pilot Study , 2006, INLG.

[6]  Adam Kilgarriff,et al.  Gap-fill Tests for Language Learners: Corpus-Driven Item Generation , 2010 .

[7]  Le An Ha,et al.  A computer-aided environment for generating multiple-choice test items , 2006, Natural Language Engineering.

[8]  Michael Heilman,et al.  A Selection Strategy to Improve Cloze Question Quality , 2008 .

[9]  R. Mitkov,et al.  Computer-Aided Generation of Multiple-Choice Tests , 2003, International Conference on Natural Language Processing and Knowledge Engineering, 2003. Proceedings. 2003.

[10]  Branimir Boguraev,et al.  Natural Language Engineering , 1995 .

[11]  L. R. Dice Measures of the Amount of Ecologic Association Between Species , 1945 .

[12]  R. U S L A N M I T K O V,et al.  A computer-aided environment for generating multiple-choice test items , 2005 .