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Our experiments with SP-based models in isolation indicate that they outperform a lexical baseline with 20 F<jats:sub>1<\/jats:sub> points in domain and almost 40 F<jats:sub>1<\/jats:sub> points out of domain. Furthermore, we show that a state-of-the-art SRC system extended with features based on selectional preferences performs significantly better, both in domain (17% error reduction) and out of domain (13% error reduction). Finally, we show that in an end-to-end semantic role labeling system we obtain small but statistically significant improvements, even though our modified SRC model affects only approximately 4% of the argument candidates. Our post hoc error analysis indicates that the SP-based features help mostly in situations where syntactic information is either incorrect or insufficient to disambiguate the correct role. <\/jats:p>","DOI":"10.1162\/coli_a_00145","type":"journal-article","created":{"date-parts":[[2012,11,16]],"date-time":"2012-11-16T14:50:51Z","timestamp":1353077451000},"page":"631-663","source":"Crossref","is-referenced-by-count":14,"title":["Selectional Preferences for Semantic Role Classification"],"prefix":"10.1162","volume":"39","author":[{"given":"Be\u00f1at","family":"Zapirain","sequence":"first","affiliation":[{"name":"University of the Basque Country"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Eneko","family":"Agirre","sequence":"additional","affiliation":[{"name":"University of the Basque Country"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Llu\u00eds","family":"M\u00e0rquez","sequence":"additional","affiliation":[{"name":"Universitat Polit\u00e8cnica de Catalunya"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mihai","family":"Surdeanu","sequence":"additional","affiliation":[{"name":"University of Arizona"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"281","reference":[{"key":"R1","first-page":"317","volume-title":"Proceedings of ACL-08: HLT","author":"Agirre Eneko","year":"2008"},{"key":"R2","first-page":"699","volume-title":"Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies","author":"Agirre Eneko","year":"2011"},{"key":"R3","doi-asserted-by":"publisher","DOI":"10.3115\/1117822.1117825"},{"key":"R4","doi-asserted-by":"publisher","DOI":"10.3115\/992628.992635"},{"key":"R5","doi-asserted-by":"publisher","DOI":"10.1162\/coli_a_00016"},{"key":"R6","doi-asserted-by":"publisher","DOI":"10.3115\/1613715.1613725"},{"key":"R7","first-page":"1,364","volume-title":"Proceedings of the Third International Conference on Language Resources and Evaluation (LREC)","author":"Boas H. 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