Skip to main content

Disambiguating Polysemous Word Senses Based on Semantic Types and Syntactic Collocations: A Case Study of “Zhongguo+N”

  • Conference paper
  • First Online:
Chinese Lexical Semantics (CLSW 2017)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 10709))

Included in the following conference series:

  • 1689 Accesses

Abstract

This paper deals with the polysemous words in noun compounds and investigates the relationship between their senses and the semantic types of the co-occurrent nouns. Taking “Zhongguo+N” as a studying case, we first review the senses of Zhongguo that are defined in Chinese Wordnet, WordNet and HowNet. Then we claim an innovative way of distinguishing the senses by integrating the semantic types based method and collocation based method. Afterwards, we focus on the noun compounds of “Zhongguo+N” and investigate the relationships between the semantic types of the collocating nouns and the different senses of Zhongguo. It turns out that the senses of the polysemous words are related to the semantic types of the co-occurrent nouns. In detail, the sense of culture highly relates to artificial objects, and the sense of location has more collocating nouns, while the sense of organization has the lowest frequency. These results show that the collocation information is the solid evidence for the sense distribution.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Reisinger J., Mooney R. J.: Multi-prototype vector-space models of word meaning. In Proceedings of NAACL 2010, 201: 109-117 (2010).

    Google Scholar 

  2. Pina L. N., Johnson R.: A Simple and Efficient Method to Generate Word Sense Representations. ArXiv preprint arXiv: 1412. 6045 (2014).

    Google Scholar 

  3. Wu, Y-F.: The Principles and Methods of Sense Discrimination for Chinese Language Processing, Applied Linguistics, 2 (2006). [In Chinese]

    Google Scholar 

  4. Wang, M.: Linguistic Knowledge Acquisition of Noun for the Construction of Probabilistic Lexical Knowledge-base. Ph.D. Dissertation, Peking University (2010). [In Chinese]

    Google Scholar 

  5. Wang, L-L., Wang M.: A Study on the Taxonomy of Chinese Noun Compounds. In proceedings of CLSW 2015 (2015).

    Google Scholar 

  6. Wei, X.: Research on Chinese Noun Compound Interpretation for Semantic-Query. Master Thesis. Peking University (2012). [In Chinese]

    Google Scholar 

  7. Cheng J-P., Wang Z-Y., Wen J-R., Yan J., Chen, Z.: Contextual Text Under-standing in Distributional Semantic Space. In Proceedings of CIKM 2015 (2015).

    Google Scholar 

  8. Kilgarriff, A.: I don’ t believe in word senses. Computers and the Humanities, 31: 91-113 (1997).

    Google Scholar 

  9. Blacoe, W., Lapata M.: A Comparison of vector-based representations for semantic composition. In Proceedings of EMNLP 2012, 546-556 (2012).

    Google Scholar 

  10. Wang, H.: A syntagmatic study on noun senses in contemporary Chinese. Peking University Press (2004). [In Chinese]

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Lulu Wang .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2018 Springer International Publishing AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Wang, L., Wang, M. (2018). Disambiguating Polysemous Word Senses Based on Semantic Types and Syntactic Collocations: A Case Study of “Zhongguo+N”. In: Wu, Y., Hong, JF., Su, Q. (eds) Chinese Lexical Semantics. CLSW 2017. Lecture Notes in Computer Science(), vol 10709. Springer, Cham. https://doi.org/10.1007/978-3-319-73573-3_22

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-73573-3_22

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-73572-6

  • Online ISBN: 978-3-319-73573-3

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics