{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,25]],"date-time":"2025-10-25T19:07:48Z","timestamp":1761419268399},"reference-count":7,"publisher":"MIT Press - Journals","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["TACL"],"published-print":{"date-parts":[[2014,12]]},"abstract":"<jats:p> This paper presents the results of a large-scale evaluation study of window-based Distributional Semantic Models on a wide variety of tasks. Our study combines a broad coverage of model parameters with a model selection methodology that is robust to overfitting and able to capture parameter interactions. We show that our strategy allows us to identify parameter configurations that achieve good performance across different datasets and tasks. <\/jats:p>","DOI":"10.1162\/tacl_a_00201","type":"journal-article","created":{"date-parts":[[2018,12,28]],"date-time":"2018-12-28T15:43:26Z","timestamp":1546011806000},"page":"531-546","source":"Crossref","is-referenced-by-count":28,"title":["A Large Scale Evaluation of Distributional Semantic Models:                     Parameters, Interactions and Model Selection"],"prefix":"10.1162","volume":"2","author":[{"given":"Gabriella","family":"Lapesa","sequence":"first","affiliation":[{"name":"FAU Erlangen-N\u00fcrnberg, Professur f\u00fcr Korpuslinguistik,                         Bismarckstr. 6, Erlangen, Germany"},{"name":"Universit\u00e4t Osnabr\u00fcck, Institut f\u00fcr Kognitionswissenschaft,                         Albrechtstr. 28, Osnabr\u00fcck, Germany,"}]},{"given":"Stefan","family":"Evert","sequence":"additional","affiliation":[{"name":"FAU Erlangen-N\u00fcrnberg, Professur f\u00fcr Korpuslinguistik, Bismarckstr. 6,                         Erlangen, Germany,"}]}],"member":"281","reference":[{"issue":"4","key":"p_2","first-page":"1","volume":"36","author":"Baroni Marco","year":"2010","journal-title":"Computational Linguistics"},{"issue":"6","key":"p_4","first-page":"5","volume":"9","author":"Baroni Marco","year":"2014","journal-title":"Linguistic Issues in Language Technology (LiLT)"},{"key":"p_5","doi-asserted-by":"crossref","first-page":"510","DOI":"10.3758\/BF03193020","volume":"39","author":"Bullinaria John A.","year":"2007","journal-title":"Behavior Research Methods"},{"key":"p_6","doi-asserted-by":"crossref","first-page":"890","DOI":"10.3758\/s13428-011-0183-8","volume":"44","author":"Bullinaria John A.","year":"2012","journal-title":"Behavior Research Methods"},{"issue":"3","key":"p_7","first-page":"1","volume":"8","author":"Bullinaria John A.","year":"2013","journal-title":"PLoS ONE"},{"issue":"1","key":"p_11","doi-asserted-by":"crossref","first-page":"116","DOI":"10.1145\/503104.503110","volume":"20","author":"Finkelstein Lev","year":"2002","journal-title":"ACM Transactions on Information Systems"},{"issue":"15","key":"p_12","first-page":"1","volume":"8","author":"Fox John","year":"2003","journal-title":"Journal of Statistical Software"}],"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_00201","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,3,12]],"date-time":"2021-03-12T21:39:02Z","timestamp":1615585142000},"score":1,"resource":{"primary":{"URL":"https:\/\/direct.mit.edu\/tacl\/article\/43342"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,12]]},"references-count":7,"alternative-id":["10.1162\/tacl_a_00201"],"URL":"https:\/\/doi.org\/10.1162\/tacl_a_00201","relation":{},"ISSN":["2307-387X"],"issn-type":[{"value":"2307-387X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,12]]}}}