{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,17]],"date-time":"2025-10-17T14:03:12Z","timestamp":1760709792214},"reference-count":1,"publisher":"MIT Press - Journals","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["TACL"],"published-print":{"date-parts":[[2013,12]]},"abstract":"<jats:p> Supervised learning methods and LDA based topic model have been successfully applied in the field of multi-document summarization. In this paper, we propose a novel supervised approach that can incorporate rich sentence features into Bayesian topic models in a principled way, thus taking advantages of both topic model and feature based supervised learning methods. Experimental results on DUC2007, TAC2008 and TAC2009 demonstrate the effectiveness of our approach. <\/jats:p>","DOI":"10.1162\/tacl_a_00212","type":"journal-article","created":{"date-parts":[[2018,12,28]],"date-time":"2018-12-28T15:42:12Z","timestamp":1546011732000},"page":"89-98","source":"Crossref","is-referenced-by-count":14,"title":["A Novel Feature-based Bayesian Model for Query Focused Multi-document                     Summarization"],"prefix":"10.1162","volume":"1","author":[{"given":"Jiwei","family":"Li","sequence":"first","affiliation":[{"name":"School of Computer Science, Carnegie Mellon University,"}]},{"given":"Sujian","family":"Li","sequence":"additional","affiliation":[{"name":"Laboratory of Computational Linguistics, Peking University,"}]}],"member":"281","reference":[{"key":"p_2","volume":"99","author":"Blei David","journal-title":"location. In The Journal of Machine Learning Research, page"}],"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_00212","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,3,12]],"date-time":"2021-03-12T21:39:05Z","timestamp":1615585145000},"score":1,"resource":{"primary":{"URL":"https:\/\/direct.mit.edu\/tacl\/article\/43201"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2013,12]]},"references-count":1,"alternative-id":["10.1162\/tacl_a_00212"],"URL":"https:\/\/doi.org\/10.1162\/tacl_a_00212","relation":{},"ISSN":["2307-387X"],"issn-type":[{"value":"2307-387X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2013,12]]}}}