{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,25]],"date-time":"2026-01-25T19:47:12Z","timestamp":1769370432122,"version":"3.49.0"},"reference-count":10,"publisher":"MIT Press - Journals","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["TACL"],"published-print":{"date-parts":[[2018,12]]},"abstract":"<jats:p> In this paper we argue that crime drama exemplified in television programs such as CSI: Crime Scene Investigation is an ideal testbed for approximating real-world natural language understanding and the complex inferences associated with it. We propose to treat crime drama as a new inference task, capitalizing on the fact that each episode poses the same basic question (i.e., who committed the crime) and naturally provides the answer when the perpetrator is revealed. We develop a new dataset based on CSI episodes, formalize perpetrator identification as a sequence labeling problem, and develop an LSTM-based model which learns from multi-modal data. Experimental results show that an incremental inference strategy is key to making accurate guesses as well as learning from representations fusing textual, visual, and acoustic input. <\/jats:p>","DOI":"10.1162\/tacl_a_00001","type":"journal-article","created":{"date-parts":[[2018,12,10]],"date-time":"2018-12-10T19:32:50Z","timestamp":1544470370000},"page":"1-15","source":"Crossref","is-referenced-by-count":8,"title":["Whodunnit? Crime Drama as a Case for Natural Language Understanding"],"prefix":"10.1162","volume":"6","author":[{"given":"Lea","family":"Frermann","sequence":"first","affiliation":[{"name":"Institute for Language, Cognition and Computation, School of Informatics, University of Edinburgh, 10 Crichton Street, Edinburgh EH8 9AB,"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shay B.","family":"Cohen","sequence":"additional","affiliation":[{"name":"Institute for Language, Cognition and Computation, School of Informatics, University of Edinburgh, 10 Crichton Street, Edinburgh EH8 9AB,"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mirella","family":"Lapata","sequence":"additional","affiliation":[{"name":"Institute for Language, Cognition and Computation, School of Informatics, University of Edinburgh, 10 Crichton Street, Edinburgh EH8 9AB,"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"281","reference":[{"issue":"1","key":"p_5","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1613\/jair.4135","volume":"49","author":"Bruni Elia","year":"2014","journal-title":"Journal of Artificial Intelligence Research"},{"issue":"1","key":"p_7","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1177\/001316446002000104","volume":"20","author":"Cohen Jacob","year":"1960","journal-title":"Educational and Psychological Measurement"},{"key":"p_13","first-page":"1693","author":"Hermann Karl Moritz","year":"2015","journal-title":"Advances in Neural Information Processing Systems 28, pages"},{"key":"p_15","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"issue":"7","key":"p_22","doi-asserted-by":"crossref","first-page":"1389","DOI":"10.1002\/j.1538-7305.1981.tb00272.x","volume":"60","author":"Myers Cory S.","year":"1981","journal-title":"The Bell System Technical Journal"},{"issue":"1","key":"p_23","doi-asserted-by":"crossref","first-page":"141","DOI":"10.1109\/6046.909601","volume":"3","author":"Naphide Milind R.","year":"2001","journal-title":"IEEE Transactions on Multimedia"},{"issue":"1","key":"p_27","doi-asserted-by":"crossref","first-page":"52","DOI":"10.1109\/TCSVT.2004.839993","volume":"15","author":"Rasheed Zeeshan","year":"2005","journal-title":"IEEE Transactions on Circuits and Systems for Video Technology"},{"issue":"1","key":"p_30","doi-asserted-by":"crossref","first-page":"94","DOI":"10.1007\/s11263-016-0987-1","volume":"123","author":"Rohrbach Anna","year":"2017","journal-title":"International Journal of Computer Vision"},{"issue":"4","key":"p_31","doi-asserted-by":"crossref","first-page":"543","DOI":"10.1016\/j.specom.2011.11.004","volume":"54","author":"Sahidullah Md","year":"2012","journal-title":"Speech Communication"},{"key":"p_33","author":"Silberer Carina","year":"2016","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence, 99."}],"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_00001","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,3,12]],"date-time":"2021-03-12T21:37:47Z","timestamp":1615585067000},"score":1,"resource":{"primary":{"URL":"https:\/\/direct.mit.edu\/tacl\/article\/43419"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,12]]},"references-count":10,"alternative-id":["10.1162\/tacl_a_00001"],"URL":"https:\/\/doi.org\/10.1162\/tacl_a_00001","relation":{},"ISSN":["2307-387X"],"issn-type":[{"value":"2307-387X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,12]]}}}