Domain adaptation of POS taggers without handcrafted features

Research output: Contributions to collected editions/worksArticle in conference proceedingsResearchpeer-review

Authors

Unsupervised domain adaptation is an attractive option when labeled data is lacking for some domain of interest but is available for other domain. Part-of-speech (POS) tagging is often considered a solved task when enough labeled data is available in the domain of interest. However, when considering a domain adaptation scenario, this is far from true. Several approaches have been proposed for domain adaptation of POS taggers, however as far as we know, all of them are based on handcrafted features. In this work, we employ a machine learning method whose input is exclusively composed of the raw text. This method learns word- and character-level representations (embeddings), and has been successfully applied to intra-domain tasks. We show that this method achieves strong performances on the domain adaptation of English and Portuguese POS taggers.

Original languageEnglish
Title of host publicationIJCNN 2017 : the International Joint Conference on Neural Networks
Number of pages8
Place of PublicationPiscataway
PublisherInstitute of Electrical and Electronics Engineers Inc.
Publication date30.06.2017
Pages3331-3338
Article number7966274
ISBN (print)978-1-5090-6183-9
ISBN (electronic)978-1-5090-6182-2
DOIs
Publication statusPublished - 30.06.2017
Externally publishedYes
EventInternational Joint Conference on Neural Networks - Anchorage, United States
Duration: 14.05.201719.05.2017
https://ieeexplore.ieee.org/xpl/conhome/7958416/proceeding

Recently viewed

Publications

  1. Using a decoupling technique to identify the magnetic flux in a permanent magnet synchronous motor
  2. High temperature deformation mechanisms and processing map for hot working of cast-homogenized Mg-3Sn-2Ca alloy
  3. Boundaryless working hours and recovery in Germany
  4. Soziale Netzwerkanalyse
  5. Communicating CCS
  6. The Multiple Self Objection to the Prudential Lifespan Account
  7. Does Job Satisfaction Adapt to Working Conditions?
  8. To err is Human, To Explain and Correct is Divine: A Study of Interactive Erroneous Examples with Middle School Math Students.
  9. What is normal?
  10. On the geometric control of internal forces in power grasps
  11. How and where to map supply and demand of ecosystem services for policy-relevant outcomes?
  12. Multitrait-multimethod-analysis
  13. Introduction
  14. New prototype of the two-legged robot centaurob
  15. Introduction
  16. Commitment Strategies for Sustainability
  17. IFIP WG 13.5 workshop on resilience, reliability, safety and human error in system development
  18. A theoretical multiscale analysis of electrical field for fuel cells stack structures
  19. Worauf warten?
  20. A hybrid hydraulic piezo actuator modeling and hysteresis effect identification for control in camless internal combustion engines
  21. Towards a Critique of Social Networking
  22. Influence of clouds on the photochemical degradation in aqueous phase - II
  23. Determiner Ellipsis in Electronic Writing - Discourse or Syntax?
  24. To Row Together or Paddle One's Own Canoe? Simulating Strategies to Spur Digital Platform Growth
  25. Bolt load retention and creep response of AS41 alloyed with 0.15% Ca
  26. Introduction
  27. Dynamic Capabilities in Sustainable Supply Chain Management
  28. The path biography methodology
  29. Vocational exploration: Multivariate predictors and effect on confidence development in adolescence