2012 IdentifyingUntypedRelationMenti

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Subject Headings: Relation Mention Identification, SDOI System.

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Abstract

In this paper we present the SDOIrmi text graph-based semi-supervised algorithm for the task for relation mention identification when the underlying concept mentions have already been identified and linked to an ontology. To overcome the lack of annotated data, we propose a labelling heuristic based on information extracted from the ontology. We evaluated the algorithm on the kdd09cma1 dataset using a leave-one-document-out framework and demonstrated an increase in F1 in performance over a co-occurrence based AllTrue baseline algorithm. An extrinsic evaluation of the predictions suggests a worthwhile precision on the more confidently predicted additions to the ontology.



References

  • 1. Eugene Agichtein, and Luis Gravano. (2000). Snowball: Extracting Relations from Large Plain-Text Collections. In: Proceedings of the 5th ACM International Conference on Digital Libraries (DL 2000).
  • 2. Paul Buitelaar, Philipp Cimiano, Peter Haase, and Michael Sintek. (2009). Towards Linguistically Grounded Ontologies. In: Proceedings of the 6th European Semantic Web Conference (ESWC 2009).
  • 3. Michael Erdmann, Alexander Maedche, Hans-Peter Schnurr, and Steffen Staab. (2000). From Manual to Semi-automatic Semantic Annotation: About Ontology-Based Text Annotation Tools. In: Proceedings of the COLING 2000 Workshop on Semantic Annotation and Intelligent Content.
  • 4. David Haussler. (1999). Convolution Kernels on Discrete Structures. Technical Report UCSC-CLR-99-10, University of California at Santa Cruz.
  • 5. Jing Jiang, and ChengXiang Zhai. (2007). A Systematic Exploration of the Feature Space for Relation Extraction. In: Proceedings of NAACL/HLT Conference (NAACL/HLT 2007).
  • 6. Gabor Melli. (2010). Concept Mentions Within KDD- 2009 Abstracts (kdd09cma1) Linked to a KDD Ontology (kddo1). In: Proceedings of the 7th International Conference on Language Resources and Evaluation (LREC 2010).
  • 7. Gabor Melli, and Martin Ester. (2010). Supervised Identification of Concept Mentions and their Linking to An Ontology. In: Proceedings of CIKM 2010.
  • 8. Gabor Melli, Martin Ester, and Anoop Sarkar. (2007). Recognition of Multi-sentence N-ary Subcellular Localization Mentions in Biomedical Abstracts. In: Proceedings of the 2nd International Symposium on Languages in Biology and Medicine (LBM 2007).
  • 9. Mike Mintz, Steven Bills, Rion Snow, Dan Jurafsky. (2009). Distant Supervision for Relation Extraction Without Labeled Data. In: Proceedings of ACL 2009.
  • 10. Sebastian Riedel, Limin Yao, and Andrew McCallum. (2010). Modeling Relations and their Mentions Without Labeled Text. In: Proceedings of ECML 2010.
  • 11. Steffen Staab (editor), and Rudi Studer (editor). (2009). Handbook on Ontologies - 2nd Ed. Springer Verlag.
  • 12. Victoria Uren, Philipp Cimiano, José Iria, Siegfried Handschuh, Maria Vargas-Vera, Enrico Motta, and Fabio Ciravegna. (2006). Semantic Annotation for Knowledge Management: Requirements and a Survey of the State of the Art. In: Web Semantics: Science, Services and Agents on the World Wide Web, 4(1).
  • 13. David Yarowsky. (1995). Unsupervised Word Sense Disambiguation Rivaling Supervised Methods. In: Proceedings of the 33rd Annual Meeting on Association for Computational Linguistics (ACL 1995),


 AuthorvolumeDate ValuetitletypejournaltitleUrldoinoteyear
2012 IdentifyingUntypedRelationMentiGabor MelliIdentifying Untyped Relation Mentions in a Corpus Given An Ontology2012