{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,10]],"date-time":"2026-07-10T17:24:25Z","timestamp":1783704265128,"version":"3.55.0"},"reference-count":3,"publisher":"MIT Press - Journals","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["TACL"],"published-print":{"date-parts":[[2016,12]]},"abstract":"<jats:p> Word meanings change over time and an automated procedure for extracting this information from text would be useful for historical exploratory studies, information retrieval or question answering. We present a dynamic Bayesian model of diachronic meaning change, which infers temporal word representations as a set of senses and their prevalence. Unlike previous work, we explicitly model language change as a smooth, gradual process. We experimentally show that this modeling decision is beneficial: our model performs competitively on meaning change detection tasks whilst inducing discernible word senses and their development over time. Application of our model to the SemEval-2015 temporal classification benchmark datasets further reveals that it performs on par with highly optimized task-specific systems. <\/jats:p>","DOI":"10.1162\/tacl_a_00081","type":"journal-article","created":{"date-parts":[[2018,12,28]],"date-time":"2018-12-28T15:44:07Z","timestamp":1546011847000},"page":"31-45","source":"Crossref","is-referenced-by-count":50,"title":["A Bayesian Model of Diachronic Meaning Change"],"prefix":"10.1162","volume":"4","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":[{"vocabulary":"crossref","role":"author"}]},{"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":[{"vocabulary":"crossref","role":"author"}]}],"member":"281","reference":[{"key":"p_8","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/1961189.1961199","volume":"2","author":"Chang Chih-Chung","year":"2011","journal-title":"ACM Transactions on Intelligent Systems and Technology"},{"issue":"4","key":"p_15","doi-asserted-by":"crossref","first-page":"857","DOI":"10.1016\/j.csda.2004.04.009","volume":"48","author":"Groenewald Pieter C. N.","year":"2005","journal-title":"Computational Statistics & Data Analysis"},{"key":"p_25","doi-asserted-by":"crossref","first-page":"773","DOI":"10.1017\/S135132491500011X","volume":"21","author":"Mitra Sunny","year":"2015","journal-title":"Natural Language Engineering"}],"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_00081","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,3,12]],"date-time":"2021-03-12T21:38:19Z","timestamp":1615585099000},"score":1,"resource":{"primary":{"URL":"https:\/\/direct.mit.edu\/tacl\/article\/43345"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,12]]},"references-count":3,"alternative-id":["10.1162\/tacl_a_00081"],"URL":"https:\/\/doi.org\/10.1162\/tacl_a_00081","relation":{},"ISSN":["2307-387X"],"issn-type":[{"value":"2307-387X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,12]]}}}