Scientific and Technical Journal

ELECTROTECHNIC AND COMPUTER SYSTEMS

ISSN Print 2221-3937
ISSN Online 2221-3805
PROBLEMS AND METHODS OF TEMPORAL KNOWLEDGE EXTRACTION FROM NATURAL LANGUAGE TEXTS
Abstract:

This survey analyzes various approaches to automatic natural language text processing and temporal and event data extraction as well as temporal relationship extraction. After the basic concepts are introduced, we describe different stages of information extraction and elaborate on the achieved results and the most promising areas of research.

Authors:
Keywords
DOI
References
  1. Verhagen, M., Pustejovsky J. The TARSQI Toolkit [Text] / ed. N. Calzolari, K. Choukri, T. Declerck, M. U. Dogan, B. Maegaard, J. Mariani, J. Odijk, S. Piperidis. // Proceedings of the Eight International Conference on Language Resources and Evaluation, May 23-25, 2012, Istanbul. – Istanbul: ELRA, 2012. – P. 2043–2048 [in English].
  2. Passonneau, R. J. A Computational Model of the Semantics of Tense and Aspect [Text] / R. J. Passonneau // Computational Linguistics. – 1988. – Vol. 14. – No 2. – P. 44–60 [in English].
  3. Yeremeev, A. P. Temporalnye modeli i ih primenenie v intellektualnyh sistemah [Text] / A. P. Yeremeev // MIFI-2011: conference proceedings, January 24-28, 2011, Moscow. –Мoscow: MIFI. – 2011. –P. 45–46 [in Russian].
  4. Zaboleeva-Zotova, A. V. Gibridnyy podhod k obrabotke vremennoy informatsii v tekste na russkom yazyke [Text] / A. V. Zaboleeva-Zotova, D. K. Famhyng, S. S. Zakharov // KII-2008: conference proceedings, September, 29 – October, 3, 2008, Dubna. – Moscow: URSS, 2008. – P. 228–235 [in Russian].
  5. Reichenbach, H. The Tenses of Verbs [Text] / H. Reichenbach // Elements of Symbolic Logic. – New York: Macmillan, 1947. – P. 287–298 [in English].
  6. Kolomiyets, O. Machine Learning Approaches for Temporal Information Extraction: A comparative study [Text] / O. Kolomiyets, M. -F. Moens // GI Jahrestagung: September 28 - October 3, 2009, Lübeck / ed. S. Fischer, E. Maehle, R. Reischuk. – GI, 2009. – P. 3150–3161 [in English].
  7. Prior, A. N. Papers on Time and Tense [Text] / A. Prior. – 1968.– Oxford University Press, – 342 p.[in English].
  8. Binnick, R. I. Time and the Verb: A Guide to Tense and Aspect [Text] / R. I. Binnick. –1991 – Oxford University Press, USA, – 584 p.[in English].
  9. Smith, C. S. Modes of Discourse: The Local Structure of Texts [Text] / C. S. Smith. –2003. – Cambridge University Press, – 334 p. [in English].
  10. Dowty, D. R. Word Meaning and Montague Grammar [Text] / D. R. Dowty. – Dordrecht: Reidel, – 1979. – 448 p. [in English].
  11. Bach, E. The Algebra of Events [Text] / E. Bach // Linguistics and Philosophy. – 1986. – Vol. 9. – P. 5–16. [in English].
  12. Pustejovsky, J. The Syntax of Event Structure [Text] / J. Pustejovsky // Cognition. – 1991. – Vol. 41. – P. 47 – 81 [in English].
  13. Verhagen, M. SemEval-2010 Task 13: TempEval-2 [Text] / M. Verhagen, R. Saurí, T. Caselli, J. Pustejovsky // Proceedings of the 5th International Workshop on Semantic Evaluation, July 15-16, 2010, Uppsala. – ACL, 2010. – P. 57–62 [in English].
  14. Grover, C., Edinburgh-LTG: TempEval-2 system description [Text] / C. Grover, R. Tobin, B. Alex, K. Byrne // Proceedings of the 5th International Workshop on Semantic Evaluation, July 15-16, 2010, Uppsala. – ACL, 2010. – P. 333–336 [in English].
  15. Lafferty, J. D. Conditional Random Fields: Probabilistic Models for Segmenting and Labeling Sequence Data [Text] / J. D. Lafferty, A. McCallum, F. C. N. Pereira // Proceedings of the 18th International Conference on Machine Learning, June 28 - July 1, 2001, Williamstown / ed. C. Brodley, A. Danilyuk. – Morgan Kaufmann : – 2001. – P. 282–289[in English].
  16. Curran, J. R Language Independent NER Using a Maximum Entropy Tagger [Text] / J. R Curran, S. Clark // Proceedings of the Seventh Conference on Natural Language Learning HLT-NAACL, May 31, 2003, Edmonton : Canada. – ACL, 2003. – P. 164–167 [in English].
  17. Fisher, M. Handbook of Temporal Reasoning in Artificial Intelligence (Foundations of Artificial Intelligence) [Text] / M. Fisher, D. Gabbay, L. Vila. – New York: Elsevier Science Inc., 2005. – 750 p. [in English].
  18. McCarthy, J. Some Philosophical Problems From the Standpoint of Artificial Intelligence [Text] / J. McCarthy, P. Hayes // Machine Intelligence 4. – Edinburgh University Press, 1969. – P. 463–502 [in English].
  19. Kowalski, R. A Logic-based Calculus of Events [Text] / R. Kowalski, M. Sergot // New Generation Computing. – 1986. – Vol. 4. – No. 1. – P. 67–95 [in English].
  20. Allen, J. F. Towards a General Theory of Action and Time [Text] / J. F. Allen // Artificial Intelligence. – 1984. – Vol. 23. – No. 2. – P. 123–154 [in English].
  21. Pustejovsky, J. The Specification Language TimeML [Text] / J. Pustejovsky, B. Ingria, R. Sauri // The Language of Time: A Reader / I. Mani, J. Pustejovsky, R. Gaizauskas. –2004 – Oxford University Press, – P. 545–559 [in English].
  22. UzZaman, N. TRIPS and TRIOS system for TempEval-2: Extracting temporal information from text [Text] / N. UzZaman, J. F. Allen // Proceedings of the 5th International Workshop on Semantic Evaluation, July 15-16, 2010, Uppsala. – ACL, 2010. – P. 276–283.
  23. Llorens, H. TIPSem (English and Spanish): Evaluating CRFs and semantic roles in TempEval-2 [Text] / H. Llorens, E. Saquete, B. Navarro // Proceedings of the 5th International Workshop on Semantic Evaluation, July 15-16, 2010, Uppsala. – ACL, 2010. – P. 284–291 [in English].
  24. Kolya, A. K. JU_CSE_TEMP: A First Step towards Evaluating Events, Time Expressions and Temporal Relations [Text] / A. K. Kolya, A. Ekbal, S. Bandyopadhyay // Proceedings of the 5th International Workshop on Semantic Evaluation, July 15-16, 2010, Uppsala. – ACL, 2010. – P. 345–350.
  25. Saquete, E. ID 392: TERSEO + T2T3 Transducer: a systems for recognizing and normalizing TIMEX3 [Text] / E. Saquete // Proceedings of the 5th International Workshop on Semantic Evaluation, July 15-16, 2010, Uppsala. – ACL, 2010. – P. 317–320 [in English].
  26. Derczynski, L. USFD2: Annotating Temporal Expresions and TLINKs for TempEval-2 [Text] / L. Derczynski, R. Gaizauskas // Proceedings of the 5th International Workshop on Semantic Evaluation, July 15-16, 2010, Uppsala. – Uppsala, Sweden: Association for Computational Linguistics, 2010. – P. 337–340 [in English].
  27. Strötgen, J. HeidelTime: High quality rule-based extraction and normalization of temporal expressions [Text] / J. Strötgen, M. Gertz // Proceedings of the 5th International Workshop on Semantic Evaluation, July 15-16, 2010, Uppsala. – ACL, 2010. – P. 321–324 [in English].
  28. Kolomiyets, O. KUL: Recognition and normalization of temporal expressions [Text] / O. Kolomiyets, M.-F. Moens // Proceedings of the 5th International Workshop on Semantic Evaluation, July 15-16, 2010, Uppsala. — ACL, 2010. – P. 325–328 [in English].
  29. Ha, E. Y. NCSU: Modeling Temporal Relations with Markov Logic and Lexical Ontology [Text] / E. Y. Ha, A. Baikadi, C. Licata, J.C. Lester // Proceedings of the 5th International Workshop on Semantic Evaluation, July 15-16, 2010, Uppsala. – ACL, 2010. – P. 341–344 [in English].
Published:
Last download:
2017-11-16 11:37:28

[ © KarelWintersky ] [ All articles ] [ All authors ]
[ © Odessa National Polytechnic University, 2014. Any use of information from the site is possible only under the condition that the source link! ]
Яндекс.Метрика