{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,5]],"date-time":"2025-10-05T19:54:11Z","timestamp":1759694051400},"reference-count":9,"publisher":"MIT Press - Journals","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["TACL"],"published-print":{"date-parts":[[2017,12]]},"abstract":"<jats:p> This paper explores extending shallow semantic parsing beyond lexical-unit triggers, using causal relations as a test case. Semantic parsing becomes difficult in the face of the wide variety of linguistic realizations that causation can take on. We therefore base our approach on the concept of constructions from the linguistic paradigm known as Construction Grammar (CxG). In CxG, a construction is a form\/function pairing that can rely on arbitrary linguistic and semantic features. Rather than codifying all aspects of each construction\u2019s form, as some attempts to employ CxG in NLP have done, we propose methods that offload that problem to machine learning. We describe two supervised approaches for tagging causal constructions and their arguments. Both approaches combine automatically induced pattern-matching rules with statistical classifiers that learn the subtler parameters of the constructions. Our results show that these approaches are promising: they significantly outperform na\u00efve baselines for both construction recognition and cause and effect head matches. <\/jats:p>","DOI":"10.1162\/tacl_a_00050","type":"journal-article","created":{"date-parts":[[2018,12,28]],"date-time":"2018-12-28T15:42:50Z","timestamp":1546011770000},"page":"117-133","source":"Crossref","is-referenced-by-count":7,"title":["Automatically Tagging Constructions of Causation and Their                     Slot-Fillers"],"prefix":"10.1162","volume":"5","author":[{"given":"Jesse","family":"Dunietz","sequence":"first","affiliation":[{"name":"Computer Science Department, Carnegie Mellon University, Pittsburgh, PA                         15213, USA,"}]},{"given":"Lori","family":"Levin","sequence":"additional","affiliation":[{"name":"Language Technologies Institute, Carnegie Mellon University, Pittsburgh, PA                         15213, USA,"}]},{"given":"Jaime","family":"Carbonell","sequence":"additional","affiliation":[{"name":"Language Technologies Institute, Carnegie Mellon University, Pittsburgh, PA                         15213, USA,"}]}],"member":"281","reference":[{"key":"p_13","doi-asserted-by":"publisher","DOI":"10.1162\/COLI_a_00163"},{"issue":"3","key":"p_15","doi-asserted-by":"crossref","first-page":"195","DOI":"10.1002\/net.3230010302","volume":"1","author":"Dreyfus Stuart","year":"1971","journal-title":"Networks"},{"key":"p_17","doi-asserted-by":"publisher","DOI":"10.1162\/COLI_a_00129"},{"issue":"3","key":"p_18","doi-asserted-by":"crossref","first-page":"501","DOI":"10.2307\/414531","volume":"64","author":"Fillmore Charles J.","year":"1988","journal-title":"Language"},{"issue":"2","key":"p_28","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1111\/j.1469-8137.1912.tb05611.x","volume":"11","author":"Jaccard Paul","year":"1912","journal-title":"New Phytologist"},{"key":"p_36","doi-asserted-by":"publisher","DOI":"10.1162\/0891201053630264"},{"key":"p_37","first-page":"2825","volume":"12","author":"Pedregosa Fabian","year":"2011","journal-title":"Journal of Machine Learning Research"},{"key":"p_39","doi-asserted-by":"publisher","DOI":"10.1162\/tacl_a_00150"},{"key":"p_48","doi-asserted-by":"publisher","DOI":"10.1162\/tacl_a_00120"}],"container-title":["Transactions of the Association for Computational Linguistics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mitpressjournals.org\/doi\/pdf\/10.1162\/tacl_a_00050","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,3,12]],"date-time":"2021-03-12T21:38:07Z","timestamp":1615585087000},"score":1,"resource":{"primary":{"URL":"https:\/\/direct.mit.edu\/tacl\/article\/43381"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2017,12]]},"references-count":9,"alternative-id":["10.1162\/tacl_a_00050"],"URL":"https:\/\/doi.org\/10.1162\/tacl_a_00050","relation":{},"ISSN":["2307-387X"],"issn-type":[{"value":"2307-387X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2017,12]]}}}