Skip to main content
Top

2018 | OriginalPaper | Chapter

Word Sense Ambiguity in Question Sentence Translation: A Review

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Word Sense Disambiguation has been a major challenge for various linguistic researches. Enough research has been carried in the past four decades. In machine translation, WSD plays a vital role in improving the accuracy of the translation. The automated translation of question papers from English to Hindi is one such key area which requires suitable WSD techniques to resolve ambiguity in a question word. When machine translates question sentences, it faces ambiguity problem that results in ambiguous translation. Identification of question type is important for remove ambiguity in the question paper. In this paper besides discussing WSD its approaches, resources for translation. We have also discussed question classification word sense disambiguation.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Chaudhury, S., et al.: Anusaaraka: an expert system based machine translation system. In: 2010 International Conference on Natural Language Processing and Knowledge Engineering (NLP-KE), Beijing, pp. 1–6. IEEE. Print ISBN 978-1-4244-6896-6. (2010). doi:10.1109/NLPKE.2010.5587789 Chaudhury, S., et al.: Anusaaraka: an expert system based machine translation system. In: 2010 International Conference on Natural Language Processing and Knowledge Engineering (NLP-KE), Beijing, pp. 1–6. IEEE. Print ISBN 978-1-4244-6896-6. (2010). doi:10.​1109/​NLPKE.​2010.​5587789
2.
go back to reference Navigli, R.: Meaningful clustering of senses helps boost word sense disambiguation performance. In: Proceeding of the 21st International Conference on Computational Linguistics and 44th Annual Meeting of the ACL, pp. 105–112, Sydney. Association for Computational Linguistics (2006) Navigli, R.: Meaningful clustering of senses helps boost word sense disambiguation performance. In: Proceeding of the 21st International Conference on Computational Linguistics and 44th Annual Meeting of the ACL, pp. 105–112, Sydney. Association for Computational Linguistics (2006)
3.
go back to reference Kumar, P., et al.: A Hindi question answering system for e-learning documents. In: ICISIP, Third International Conference on Intelligent Sensing and Information Processing, 2005, Bangalore, pp. 80–85. IEEE. Print ISBN 0-7803-9588-3. (2005). doi:10.1109/ICISIP.2005.1619914 Kumar, P., et al.: A Hindi question answering system for e-learning documents. In: ICISIP, Third International Conference on Intelligent Sensing and Information Processing, 2005, Bangalore, pp. 80–85. IEEE. Print ISBN 0-7803-9588-3. (2005). doi:10.​1109/​ICISIP.​2005.​1619914
4.
go back to reference Navigli, R.: Word sense disambiguation: a survey. ACM Comput. Surv. 41(2), Article 10 (2009) Navigli, R.: Word sense disambiguation: a survey. ACM Comput. Surv. 41(2), Article 10 (2009)
5.
go back to reference VidhuBhaha, R.V., Abirami, S.: Trends in Word Sense Disambiguation. Springer, Berlin (2012) VidhuBhaha, R.V., Abirami, S.: Trends in Word Sense Disambiguation. Springer, Berlin (2012)
6.
go back to reference Ponzetto, S.P., Navigli R.: Knowledge-rich word sense disambiguation rivaling supervised systems. In: Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics, Uppsala, Sweden, 11–16 July 2010, pp. 1522–1531. Association for Computational Linguistics (2010) Ponzetto, S.P., Navigli R.: Knowledge-rich word sense disambiguation rivaling supervised systems. In: Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics, Uppsala, Sweden, 11–16 July 2010, pp. 1522–1531. Association for Computational Linguistics (2010)
7.
go back to reference Navigli, R., Crisafulli, G.: Inducing word senses to improve web search result clustering. In: Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing, pp. 116–126. Association for Computational Linguistics (2010) Navigli, R., Crisafulli, G.: Inducing word senses to improve web search result clustering. In: Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing, pp. 116–126. Association for Computational Linguistics (2010)
8.
go back to reference Faralli, S., Navigli, R.: A new minimally-supervised framework. In: Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning, Jeju Island, Korea, 12–14 July 2012, pp. 1411–1422. Association for Computational Linguistics (2012) Faralli, S., Navigli, R.: A new minimally-supervised framework. In: Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning, Jeju Island, Korea, 12–14 July 2012, pp. 1411–1422. Association for Computational Linguistics (2012)
9.
go back to reference Yadav, R.K., Gupta, D.: Annotation guidelines for Hindi–English word alignment. In: 2010 International Conference on Asian Language Processing, 978-0-7695-4288-1/10. IEEE (2010). doi:10.1109/IALP.2010.58 Yadav, R.K., Gupta, D.: Annotation guidelines for Hindi–English word alignment. In: 2010 International Conference on Asian Language Processing, 978-0-7695-4288-1/10. IEEE (2010). doi:10.​1109/​IALP.​2010.​58
10.
go back to reference Mishra, N., Mishra, A.: Part of speech tagging for Hindi corpus. In: 2011 International Conference on Communication Systems and Network Technologies, 978-0-7695-4437-3/11. IEEE (2011). doi:10.1109/CSNT.2011.118 Mishra, N., Mishra, A.: Part of speech tagging for Hindi corpus. In: 2011 International Conference on Communication Systems and Network Technologies, 978-0-7695-4437-3/11. IEEE (2011). doi:10.​1109/​CSNT.​2011.​118
11.
go back to reference Agarwal, M., Bajpai, J.: Correlation-based word sense disambiguation. In: 2014 Seventh International Conference on Contemporary Computing (IC3), pp. 382–386. IEEE Conference Publications. (2014). doi:10.1109/IC3.2014.6897204 Agarwal, M., Bajpai, J.: Correlation-based word sense disambiguation. In: 2014 Seventh International Conference on Contemporary Computing (IC3), pp. 382–386. IEEE Conference Publications. (2014). doi:10.​1109/​IC3.​2014.​6897204
12.
go back to reference Ahmed, P., Dev, A., Agrawal, S.S.: Hindi speech corpora: a review. In: Oriental COCOSDA held Jointly with 2013 Conference on Asian Spoken Language Research and Evaluation (O-COCOSDA/CASLRE), 2013 International Conference, pp. 1–6. IEEE (2013) Ahmed, P., Dev, A., Agrawal, S.S.: Hindi speech corpora: a review. In: Oriental COCOSDA held Jointly with 2013 Conference on Asian Spoken Language Research and Evaluation (O-COCOSDA/CASLRE), 2013 International Conference, pp. 1–6. IEEE (2013)
13.
go back to reference Bansal, S., et al.: Determination of linguistic differences and statistical analysis of large corpora of Indian languages. In: Oriental COCOSDA held jointly with 2013 Conference on Asian Spoken Language Research and Evaluation (O-COCOSDA/CASLRE), 2013 International Conference, pp. 1–5. IEEE (2013) Bansal, S., et al.: Determination of linguistic differences and statistical analysis of large corpora of Indian languages. In: Oriental COCOSDA held jointly with 2013 Conference on Asian Spoken Language Research and Evaluation (O-COCOSDA/CASLRE), 2013 International Conference, pp. 1–5. IEEE (2013)
14.
go back to reference Jurafsky, D., Martin, J.H.: Word sense disambiguation and Information Retrieval. In: Speech and Language Processing an Introduction to Natural Language Processing Computational Linguistics, and Speech Recognition. Pearson Education, Inc. ISBN 678-81-317-1672-4 (2000) Jurafsky, D., Martin, J.H.: Word sense disambiguation and Information Retrieval. In: Speech and Language Processing an Introduction to Natural Language Processing Computational Linguistics, and Speech Recognition. Pearson Education, Inc. ISBN 678-81-317-1672-4 (2000)
15.
go back to reference Pool, D., Mackworth, A., Goebel, R.: Computational Intelligence—A Logical Approach. Oxford University Press Inc. (1998). Fourth Impression (2012). ISBN 13:978-0-19-568572-5, ISBN 10:0-19-568572-5 Pool, D., Mackworth, A., Goebel, R.: Computational Intelligence—A Logical Approach. Oxford University Press Inc. (1998). Fourth Impression (2012). ISBN 13:978-0-19-568572-5, ISBN 10:0-19-568572-5
16.
go back to reference Bharti, A., Chaitanya, V., Sangal, R.: Hindi grammar. In: Natural Language Processing—A Panninial Perspective. India Prentice-Hall (2010) Bharti, A., Chaitanya, V., Sangal, R.: Hindi grammar. In: Natural Language Processing—A Panninial Perspective. India Prentice-Hall (2010)
17.
go back to reference Wren, P.C., Martin, H., Prasada Rao, N.D.V.: High School English Grammar & Composition. S. Chand & Company Ltd., New Delhi (2010). ISBN 81-219-2197-X Wren, P.C., Martin, H., Prasada Rao, N.D.V.: High School English Grammar & Composition. S. Chand & Company Ltd., New Delhi (2010). ISBN 81-219-2197-X
18.
go back to reference Fulmari, A., et al.: A survey on supervised learning for word sense disambiguation. Int. J. Adv. Res. Comput. Commun. Eng. 2(12), (2013). (ISSN (Print) 2319–5940, ISSN (Online) 2278–1021) Fulmari, A., et al.: A survey on supervised learning for word sense disambiguation. Int. J. Adv. Res. Comput. Commun. Eng. 2(12), (2013). (ISSN (Print) 2319–5940, ISSN (Online) 2278–1021)
19.
go back to reference Navigli, R., Lapata: Graph Connectivity Measures for Unsupervised Word Sense Disambiguation. In: IJCAI 2007, pp. 1683–1688 (2007) Navigli, R., Lapata: Graph Connectivity Measures for Unsupervised Word Sense Disambiguation. In: IJCAI 2007, pp. 1683–1688 (2007)
20.
go back to reference Mante, R., et al.: A review of literature on word sense disambiguation. Int. J. Comput. Sci. Inf. Technol. (IJCSIT) 5(2), 1475–1477 (2014). (ISSN 0975-9646) Mante, R., et al.: A review of literature on word sense disambiguation. Int. J. Comput. Sci. Inf. Technol. (IJCSIT) 5(2), 1475–1477 (2014). (ISSN 0975-9646)
21.
go back to reference Kolte, S.G., et al.: WordNet: a knowledge source for word sense disambiguation. Int. J. Recent Trends Eng. 2(4), 213–217 (2009) Kolte, S.G., et al.: WordNet: a knowledge source for word sense disambiguation. Int. J. Recent Trends Eng. 2(4), 213–217 (2009)
22.
go back to reference Montoyo, A., et al.: Combining knowledge- and corpus-based word-sense-disambiguation methods. J. Artif. Intell. Res. 23, 299–330 (2005).MATH Montoyo, A., et al.: Combining knowledge- and corpus-based word-sense-disambiguation methods. J. Artif. Intell. Res. 23, 299–330 (2005).MATH
23.
go back to reference Navigli, R., Lapata, M.: An experimental study of graph connectivity for unsupervised word sense disambiguation. IEEE Trans. Pattern Anal. Mach. Intell. 32, 678–692 (2010)CrossRef Navigli, R., Lapata, M.: An experimental study of graph connectivity for unsupervised word sense disambiguation. IEEE Trans. Pattern Anal. Mach. Intell. 32, 678–692 (2010)CrossRef
24.
go back to reference Turdakov, D.Y.: Word sense disambiguation methods. In: Programming and Computer Software, vol. 36, no. 6, pp. 309–326 (2010). ISSN 0361_7688 (Pleiades Publishing, Ltd., Original Russian Text ©, published in Programmirovanie) Turdakov, D.Y.: Word sense disambiguation methods. In: Programming and Computer Software, vol. 36, no. 6, pp. 309–326 (2010). ISSN 0361_7688 (Pleiades Publishing, Ltd., Original Russian Text ©, published in Programmirovanie)
25.
go back to reference Hutchins, W.J.: The development and use of machine translation systems and computerbased translation tools. International Conference on Machine Translation & Computer Language Information Processing. Proceedings of the conference, 26–28 June 1999, Beijing, China, ed. Chen Zhaoxiong, pp. 1–16 (1999) Hutchins, W.J.: The development and use of machine translation systems and computerbased translation tools. International Conference on Machine Translation & Computer Language Information Processing. Proceedings of the conference, 26–28 June 1999, Beijing, China, ed. Chen Zhaoxiong, pp. 1–16 (1999)
26.
go back to reference Soane, C., Stevenson, A.: Oxford English Dictionary (2003) Soane, C., Stevenson, A.: Oxford English Dictionary (2003)
27.
go back to reference Procter, P.: Longman Dictionary of Contemporary English Dictionary of Contemporary English. Cartermills Publishing (1978) Procter, P.: Longman Dictionary of Contemporary English Dictionary of Contemporary English. Cartermills Publishing (1978)
28.
go back to reference Gruber, T.R.: A translation approach to portable ontology specifications. Knowl. Acquisition 5(2), 199–220 (1993) CrossRef Gruber, T.R.: A translation approach to portable ontology specifications. Knowl. Acquisition 5(2), 199–220 (1993) CrossRef
29.
go back to reference Fellbaum, C.: WorldNet. John Wiley & Sons, Inc. (1998) Fellbaum, C.: WorldNet. John Wiley & Sons, Inc. (1998)
30.
go back to reference Miller, et al.: Introduction to WordNet: an on-line lexical database. Int. J. Lexicography 3(4), 235–244 (1990)CrossRef Miller, et al.: Introduction to WordNet: an on-line lexical database. Int. J. Lexicography 3(4), 235–244 (1990)CrossRef
Metadata
Title
Word Sense Ambiguity in Question Sentence Translation: A Review
Authors
Sanjay Kumar Dwivedi
Shweta Vikram
Copyright Year
2018
DOI
https://doi.org/10.1007/978-3-319-63645-0_7

Premium Partner