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SemEval-2010 task 8: Multi-way classification of semantic relations between pairs of nominals

Published: 15 July 2010 Publication History

Abstract

SemEval-2 Task 8 focuses on Multi-way classification of semantic relations between pairs of nominals. The task was designed to compare different approaches to semantic relation classification and to provide a standard testbed for future research. This paper defines the task, describes the training and test data and the process of their creation, lists the participating systems (10 teams, 28 runs), and discusses their results.

References

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}}I. Dagan, B. Dolan, B. Magnini, and D. Roth. 2009. Recognizing textual entailment: Rational, evaluation and approaches. Natural Language Engineering, 15(4):i--xvii.
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}}R. Girju, P. Nakov, V. Nastase, S. Szpakowicz, P. Turney, and D. Yuret. 2009. Classification of semantic relations between nominals. Language Resources and Evaluation, 43(2):105--121.
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}}I. Hendrickx, S. Kim, Z. Kozareva, P. Nakov, D. Ó Séaghdha, S. Padó, M. Pennacchiotti, L. Romano, and S. Szpakowicz. 2009. SemEval-2010 Task 8: Multi-way classification of semantic relations between pairs of nominals. In Proc. NAACL Workshop on Semantic Evaluations, Boulder, CO.
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}}J. Kim, T. Ohta, S. Pyysalo, Y. Kano, and J. Tsujii. 2009. Overview of BioNLP'09 shared task on event extraction. In Proc. BioNLP-09, Boulder, CO.

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cover image DL Hosted proceedings
SemEval '10: Proceedings of the 5th International Workshop on Semantic Evaluation
July 2010
473 pages

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Association for Computational Linguistics

United States

Publication History

Published: 15 July 2010

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Overall Acceptance Rate 8 of 31 submissions, 26%

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  • (2024)OODREB: Benchmarking State-of-the-Art Methods for Out-Of-Distribution Generalization on Relation ExtractionProceedings of the ACM Web Conference 202410.1145/3589334.3645695(2294-2303)Online publication date: 13-May-2024
  • (2024)Enhancing Multimodal Entity and Relation Extraction With Variational Information BottleneckIEEE/ACM Transactions on Audio, Speech and Language Processing10.1109/TASLP.2023.334514632(1274-1285)Online publication date: 1-Jan-2024
  • (2023)MoCaProceedings of the 37th International Conference on Neural Information Processing Systems10.5555/3666122.3669548(78360-78393)Online publication date: 10-Dec-2023
  • (2023)CLADDERProceedings of the 37th International Conference on Neural Information Processing Systems10.5555/3666122.3667475(31038-31065)Online publication date: 10-Dec-2023
  • (2023)The Mask One At a Time Framework for Detecting the Relationship between Financial EntitiesProceedings of the 15th Annual Meeting of the Forum for Information Retrieval Evaluation10.1145/3632754.3632756(40-43)Online publication date: 15-Dec-2023
  • (2023)Enhancing RDF Verbalization with Descriptive and Relational KnowledgeACM Transactions on Asian and Low-Resource Language Information Processing10.1145/359529322:6(1-18)Online publication date: 16-Jun-2023
  • (2023)Local Boosting for Weakly-Supervised LearningProceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining10.1145/3580305.3599417(3364-3375)Online publication date: 6-Aug-2023
  • (2023)Transfer Learning for Low-Resource Multilingual Relation ClassificationACM Transactions on Asian and Low-Resource Language Information Processing10.1145/355473422:2(1-24)Online publication date: 23-Mar-2023
  • (2023)Towards Model Robustness: Generating Contextual Counterfactuals for Entities in Relation ExtractionProceedings of the ACM Web Conference 202310.1145/3543507.3583504(1832-1842)Online publication date: 30-Apr-2023
  • (2023)Reducing Spurious Correlations for Relation Extraction by Feature Decomposition and Semantic AugmentationProceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval10.1145/3539618.3592050(2324-2328)Online publication date: 19-Jul-2023
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