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The Role of Inference in the Temporal Annotation and Analysis of Text

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Abstract

In this paper we argue for the importance of doing inference over the information expressed by the annotations of temporally annotated corpora. We describe the process of inferential closure which can be applied to determine the full temporal content that follows from an annotation. We illustrate the importance of temporal inference and temporal closure in relation to three tasks, which are: (a) the comparison of different temporal annotations, (b) facilitating the manual annotation process needed to create temporally annotated corpora and (c) empirical investigations done over temporally annotated data.

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References

  • J. Allen (1983) ArticleTitleMaintaining Knowledge about Temporal Intervals Communications of the ACM 26 IssueID11 832–843 Occurrence Handle10.1145/182.358434

    Article  Google Scholar 

  • Ferro L., Gerber L., Mani I., Sundheim B., Wilson G. (2003) TIDES 2003 Standard for the Annotation of Temporal Expressions.

  • Filatova E., Hovy E. (2001) Assigning Time-Stamps to Event-Clauses. In Proceedings of ACL-EACL 2001, Workshop for Temporal and Spatial Information Processing. Toulouse, France, pp. 88–95. Reprinted in Mani et al. (2005).

  • C. Freksa (1992) ArticleTitleTemporal Reasoning Based on Semi-Intervals Artifiical Intelligence 54 199–227

    Google Scholar 

  • Harper L., Mani I., Sundheim B. (eds.), (2001) Proceedings of ACL-EACL 2001 Workshop for Temporal and Spatial Information Processing. Toulouse, France: ACL.

  • Katz G., Arosio F. (2001) The Annotation of Temporal Information in Natural Language Sentences. In Proceedings of ACL-EACL 2001, Workshop for Temporal and Spatial Information Processing. Toulouse, pp. 104–111, Association for Computational Linguistics. Reprinted in Mani et al. (2005).

  • Li W., Wong K.-F., Yuan C. (2001) A Model for Processing Temporal References in Chinese. In Proceedings of ACL-EA CL 2001, Workshop for Temporal and Spatial Information Processing. Toulouse, France, pp. 33-40, Reprinted in Mani et al. (2005).

  • Mani I., Pustejovsky J., Gaizauskas R. (eds.), (2005) The Language of Time: A Reader. Oxford University Press.

  • MUC6 (1995) In Proceedings of the Sixth Message Understanding Conference (MUC6). Morgan Kaufman.

  • MUC7 (1998) In Proceedings of the Seventh Message Understanding Conference (MUC-7). Morgan Kaufman.

  • Pustejovsky J., Castaño J., Ingria R., Saurí R., Gaizauskas R., Setzer A., Katz G. (2003a) TimeML: Robust Specification of Event and Temporal Expressions in Text. In Proceedings of the IWCS-5 Fifth International Workshop on Computational Semantics.

  • Pustejovsky J., Day D., Ferro L., Gaizauskas R., Hanks P., Lazo M., Saurí R., See A., Setzer A., Sundheim B. (2003b) The TIMEBANK Corpus. In Proceedings of Corpus Linguistics 2003. Lancaster.

  • Saurí R., Littman J., Knippen B., Gaizauskas R., Setzer A., Pustejovsky J. (2004) TimeML Annotation Guidelines, version 1.2.

  • Schilder F., Habel C. (2001) From Temporal Expressions to Temporal Information: Semantic Tagging of News Messages. In Proceedings of ACL-EACL 2001, Workshop for Temporal and Spatial Information Processing. Toulouse, France, pp. 65–72. Reprinted in Mani et al. (2005).

  • Setzer A. (2001) Temporal Information in Newswire Articles: An Annotation Scheme and Corpus Study. Ph.D. thesis, University of Sheffield.

  • Setzer A., Gaizauskas R. (2001) A Pilot Study On Annotating Temporal Relations In Text. In Proceedings of ACL-EACL 2001, Workshop for Temporal and Spatial Information Processing. Toulouse, France, pp. 73–80.

  • Verhagen M. (2004) Times Between the Lines: Embedding a Temporal Closure Component in a Mixed-Initiative Temporal Annotation Framework. Ph.D. thesis, Brandeis University.

  • Vilain M., Kautz H. (1986) Constraint Propagation Algorithms for Temporal Reasoning. In Proceedings of Fifth National Conference on Artificial Intelligence. Philadelphia, pp. 377–382.

  • Wilson, G., Mani I., Sundheim B., Ferro L. (2001) A Multilingual Approach to Annotating and Extracting Temporal Information. In Proceedings of ACL-EACL 2001, Workshop for Temporal and Spatial Information Processing. Toulouse, France:. Reprinted in Mani et al. (2005).

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Correspondence to Andrea Setzer.

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Setzer, A., Gaizauskas, R. & Hepple, M. The Role of Inference in the Temporal Annotation and Analysis of Text. Language Res Eval 39, 243–265 (2005). https://doi.org/10.1007/s10579-005-7885-4

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