{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,4]],"date-time":"2026-07-04T14:46:32Z","timestamp":1783176392896,"version":"3.54.6"},"reference-count":39,"publisher":"Springer Science and Business Media LLC","issue":"1-3","license":[{"start":{"date-parts":[[2005,6,2]],"date-time":"2005-06-02T00:00:00Z","timestamp":1117670400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Mach Learn"],"published-print":{"date-parts":[[2005,9]]},"DOI":"10.1007\/s10994-005-0912-2","type":"journal-article","created":{"date-parts":[[2005,6,10]],"date-time":"2005-06-10T14:37:33Z","timestamp":1118414253000},"page":"11-39","source":"Crossref","is-referenced-by-count":101,"title":["Support Vector Learning for Semantic Argument Classification"],"prefix":"10.1007","volume":"60","author":[{"given":"Sameer","family":"Pradhan","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Kadri","family":"Hacioglu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Valerie","family":"Krugler","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wayne","family":"Ward","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"James H.","family":"Martin","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Daniel","family":"Jurafsky","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2005,6,2]]},"reference":[{"key":"912_CR1","unstructured":"Allwein, E. L., Schapire, R. E., & Singer, Y. (2000). Reducing multiclass to binary: A unifying approach for margin classifiers. In Proceedings of the 17th International Conference on Machine Learning (pp. 9\u201316). San Francisco, CA: Morgan Kaufmann."},{"key":"912_CR2","doi-asserted-by":"crossref","unstructured":"Baker, C. F., Fillmore, C. J., & Lowe, J. B. (1998). The Berkeley Framenet Project. In Proceedings of the International Conference on Computational Linguistics (COLING\/ACL-98). (pp. 86\u201390). Montreal.","DOI":"10.3115\/980451.980860"},{"key":"912_CR3","doi-asserted-by":"crossref","first-page":"211","DOI":"10.1023\/A:1007558221122","volume":"34","author":"D. M. Bikel","year":"1999","unstructured":"Bikel, D. M., Schwartz, R., & Weischedel, R. M. (1999). An algorithm that learns what\u2019s in a name. Machine Learning, 34, 211\u2013231.","journal-title":"Machine Learning"},{"key":"912_CR4","unstructured":"Blaheta, D., & Charniak, E. (2000). Assigning function tags to parsed text. In Proceedings of the 1st Annual Meeting of the North American Chapter of the ACL(NAACL) (pp. 234\u2013240). Seattle, Washington."},{"issue":"2","key":"912_CR5","doi-asserted-by":"crossref","first-page":"121","DOI":"10.1023\/A:1009715923555","volume":"2","author":"C. J. C. Burges","year":"1998","unstructured":"Burges, C. J. C. (1998). Atutorial on support vectormachines for pattern recognition. Data Mining and Knowledge Discovery, 2:2, 121\u2013167.","journal-title":"Data Mining and Knowledge Discovery"},{"key":"912_CR6","doi-asserted-by":"crossref","unstructured":"Charniak, E. (2001). Immediate-head parsing for language models. In Proceedings of the 39th Annual Conference of the Association for Computational Linguistics (ACL-01). Toulouse, France.","DOI":"10.3115\/1073012.1073029"},{"key":"912_CR7","doi-asserted-by":"crossref","unstructured":"Chen, J., & Rambow, O. (2003). Use of deep linguistics features for the recognition and labeling of semantic arguments. In Proceedings of the Conference on Empirical Methods in Natural Language Processing. Sapporo, Japan.","DOI":"10.3115\/1119355.1119361"},{"key":"912_CR8","unstructured":"Collins, M. J. (1999) Head-driven statistical models for natural language parsing. Ph.D. thesis, University of Pennsylvania, Philadelphia."},{"key":"912_CR9","unstructured":"Daniel, K., Schabes, Y., Zaidel, M., & Egedi, D.(1992). A freely available wide coverage morphological analyzer for English. In Proceedings of the 14th International Conference on Computational Linguistics (COLING-92). Nantes, France."},{"key":"912_CR10","doi-asserted-by":"crossref","unstructured":"Fleischman, M., & Hovy, E. (2003). A maximum entropy approach to framenet tagging. In Proceedings of the Human Language Technology Conference. Edmonton, Canada.","DOI":"10.3115\/1073483.1073491"},{"key":"912_CR11","doi-asserted-by":"crossref","unstructured":"Gildea, D., & Hockenmaier, J. (2003). Identifying semantic roles using combinatory categorial grammar. InProceedings of the Conference on Empirical Methodsin Natural Language Processing. Sapporo, Japan.","DOI":"10.21236\/ADA459462"},{"key":"912_CR12","doi-asserted-by":"crossref","unstructured":"Gildea, D., & Jurafsky, D. (2000). Automatic labeling of semantic roles. In Proceedings of the 38th Annual Conference of the Association for Computational Linguistics (ACL-00) (pp. 512\u2013520). Hong Kong.","DOI":"10.3115\/1075218.1075283"},{"issue":"3","key":"912_CR13","doi-asserted-by":"crossref","first-page":"245","DOI":"10.1162\/089120102760275983","volume":"28","author":"D. Gildea","year":"2002","unstructured":"Gildea, D. & Jurafsky, D. (2002).Automatic labeling of semantic roles. Computational Linguistics, 28:3, 245\u2013288.","journal-title":"Computational Linguistics"},{"key":"912_CR14","unstructured":"Gildea, D., & Palmer, M. (2002). The necessity of syntactic parsing for predicate argument recognition. In Proceedings of the 40th Annual Conference of the Association for Computational Linguistics (ACL-02). Philadelphia, PA."},{"key":"912_CR15","unstructured":"Hacioglu, K., Pradhan, S., Ward, W., Martin, J., & Jurafsky, D. (2003). Shallow semantic parsing using support vector machines. Technical Report TR-CSLR-2003-1, Center for Spoken Language Research, Boulder, Colorado."},{"key":"912_CR16","doi-asserted-by":"crossref","unstructured":"Hacioglu, K., & Ward, W. (2003). Target word detection and semantic role chunking using support vector machines. In Proceedings of the Human Language Technology Conference. Edmonton, Canada.","DOI":"10.3115\/1073483.1073492"},{"key":"912_CR17","doi-asserted-by":"crossref","unstructured":"Hearst, M. (1999). Untangling text data mining. In Proceedings of the 37th Annual Meeting of the ACL (pp. 3\u201310). College Park, Maryland.","DOI":"10.3115\/1034678.1034679"},{"key":"912_CR18","unstructured":"Hofmann, T., & Puzicha, J. (1998). Statistical models for co-occurrence data. Memo, Massachusetts Institute of Technology Artificial Intelligence Laboratory."},{"key":"912_CR19","doi-asserted-by":"crossref","unstructured":"Joachims, T. (1998) Text categorization with support vector machines: Learning with many relevant features. In Proceedings of the European Conference on Machine Learning (ECML).","DOI":"10.1007\/BFb0026683"},{"key":"912_CR20","doi-asserted-by":"crossref","unstructured":"Kingsbury, P., Palmer, M., & Marcus, M. (2002). Adding semantic annotation to the Penn Treebank. In Proceedings of the Human Language Technology Conference. San Diego, CA.","DOI":"10.3115\/1289189.1289207"},{"key":"912_CR21","unstructured":"Kressel, U. H. G. (1999). Pairwise classification and support vector machines. In B. Scholkopf, C. Burges, & A. J. Smola (Eds.), Advances in kernel methods. The MIT Press."},{"key":"912_CR22","doi-asserted-by":"crossref","unstructured":"Kudo, T., & Matsumoto, Y. (2000). Use of support vector learning for chunk identification. In Proceedings of the 4th Conference on CoNLL-2000 and LLL-2000 (pp. 142\u2013144).","DOI":"10.3115\/1117601.1117635"},{"key":"912_CR23","doi-asserted-by":"crossref","unstructured":"Kudo, T., & Matsumoto, Y. (2001). Chunking with support vector machines. In Proceedings of the 2nd Meeting of the North American Chapter of the Association for Computational Linguistics (NAACL-2001).","DOI":"10.3115\/1073336.1073361"},{"key":"912_CR24","unstructured":"LDC: (2002). The AQUAINT Corpus of English News Text, Catalog no. LDC2002T31."},{"key":"912_CR25","doi-asserted-by":"crossref","unstructured":"Lin, D. (1998). Automatic retrieval and clustering of similar words. In Proceedings of the International Conference on Computational Linguistics (COLING\/ACL-98). Montreal, Canada.","DOI":"10.3115\/980432.980696"},{"issue":"Feb","key":"912_CR26","first-page":"419","volume":"2","author":"H. Lodhi","year":"2002","unstructured":"Lodhi, H., Saunders, C., Shawe-Taylor, J., Cristianini, N., & Watkins, C. (2002). Text classification using string kernels. Journal of Machine Learning Research, 2:Feb, 419\u2013444.","journal-title":"Journal of Machine Learning Research"},{"key":"912_CR27","unstructured":"Magerman, D. (1994). Natural language parsing as statistical pattern recognition. Ph.D. thesis, Stanford University, CA."},{"key":"912_CR28","doi-asserted-by":"crossref","unstructured":"Marcus, M., Kim, G., Marcinkiewicz, M.A., MacIntyre, R., Bies, A., Ferguson, M., Katz, K., & Schasberger, B. (1994). The Penn treebank: Annotating predicate argument structure.","DOI":"10.3115\/1075812.1075835"},{"key":"912_CR29","volume-title":"Advances in large margin classifiers","author":"J. Platt","year":"2000","unstructured":"Platt, J. (2000). Probabilities for support vectormachines. In A. Smola, P. Bartlett, B. Scholkopf, & D. Schuurmans (Eds.), Advances in large margin classifiers. Cambridge, MA: MIT press."},{"key":"912_CR30","unstructured":"Pradhan, S., Hacioglu, K., Ward, W., Martin, J., & Jurafsky, D. (2003). Semantic role parsing: Adding semantic structure to unstructured text. In Proceedings of the International Conference on Data Mining (ICDM 2003). Melbourne, Florida."},{"key":"912_CR31","unstructured":"Pradhan, S., Ward, W., Hacioglu, K., Martin, J., & Jurafsky, D. (2004). Shallow Semantic parsing using support vector machines. In Proceedings of the Human Language Technology Conference\/North American chapter of the Association of Computational Linguistics (HLT\/NAACL). Boston, MA."},{"issue":"1","key":"912_CR32","first-page":"81","volume":"1","author":"J. R. Quinlan","year":"1986","unstructured":"Quinlan, J. R. (1986). Induction of decision trees. Machine Learning, 1:1, 81&106.","journal-title":"Machine Learning"},{"key":"912_CR33","unstructured":"Quinlan, R. (2003). Data Mining Tools See5 and C5.0. http:\/\/www.rulequest.com."},{"key":"912_CR34","unstructured":"Ramshaw, L. A., & Marcus, M. P. (1995). Text chunking using transformation-based learning. In Proceedings of the Third Annual Workshop on Very Large Corpora (pp. 82\u201394)."},{"key":"912_CR35","doi-asserted-by":"crossref","unstructured":"Sang, E. F. T. K., & Veenstra, J. (1999). Representing text chunks. In Proceedingsof the EACL. (pp. 173\u2013179).","DOI":"10.3115\/977035.977059"},{"key":"912_CR36","doi-asserted-by":"crossref","unstructured":"Surdeanu, M., Harabagiu, S., Williams,J., & Aarseth, P. (2003). Using predicate-argument structures for information extraction. In Proceedings of the 41stAnnual Meeting of the Association for Computational Linguistics. Sapporo, Japan.","DOI":"10.3115\/1075096.1075098"},{"key":"912_CR37","doi-asserted-by":"crossref","unstructured":"Thompson, C. A., Levy, R., & Manning, C. D. (2003). A generative model for semantic role labeling. In Proceedings of the European Conference on Machine Learning (ECML).","DOI":"10.1007\/978-3-540-39857-8_36"},{"key":"912_CR38","volume-title":"Statistical learning theory","author":"V. Vapnik","year":"1998","unstructured":"Vapnik, V. (1998). Statistical learning theory New York: John Wiley and Sons Inc."},{"issue":"4","key":"912_CR39","doi-asserted-by":"crossref","first-page":"305","DOI":"10.1023\/A:1011453128373","volume":"5","author":"S., Wallis","year":"2001","unstructured":"Wallis, S., & Nelson, G. (2001). Knowledge discovery in grammatically analysed corpora. Data Mining and Knowledge Discovery, 5:4, 305\u2013335.","journal-title":"Data Mining and Knowledge Discovery"}],"container-title":["Machine Learning"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10994-005-0912-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10994-005-0912-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10994-005-0912-2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,4,7]],"date-time":"2020-04-07T15:58:53Z","timestamp":1586275133000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10994-005-0912-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2005,6,2]]},"references-count":39,"journal-issue":{"issue":"1-3","published-print":{"date-parts":[[2005,9]]}},"alternative-id":["912"],"URL":"https:\/\/doi.org\/10.1007\/s10994-005-0912-2","relation":{},"ISSN":["0885-6125","1573-0565"],"issn-type":[{"value":"0885-6125","type":"print"},{"value":"1573-0565","type":"electronic"}],"subject":[],"published":{"date-parts":[[2005,6,2]]}}}