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篇名
Question Retrieval with Distributed Representations and Participant Reputation in Community Question Answering
並列篇名
Question Retrieval with Distributed Representations and Participant Reputation in Community Question Answering
作者 Sam Weng (Sam Weng)Chun-Kai Wu (Chun-Kai Wu)Yu-Chun Wang (Yu-Chun Wang)Richard Tzong-Han Tsai
英文摘要
In recent years, community-based question and answer (CQA) sites have grown rapidly in number and size. These sites represent a valuable source of online knowledge; however, they often suffer from the problem of duplicate questions. The task of question retrieval (QR) aims to find previously answered semantically similar questions in CQA archives. Nevertheless, synony- mous lexical variations pose a big challenge for question retrieval. Some QR approaches address this issue by calculating the probability of correlation between new questions and archived questions. Much recent research has also focused on surface string similarity among questions. In this paper, we propose a method that first builds a continuous bag-of-words (CBoW) model with data from Asus’s Republic of Gamers (ROG) forum and then determines the similarity between a given new question and the Q&As in our database. Unlike most other methods, we calculate the similarity between the given question and the archived questions and descriptions separately with two different features. In addition, we factor user reputation into our ranking model. Our experimental results on the ROG forum dataset show that our CBoW model with reputation features outperforms other top methods.
起訖頁 17-29
關鍵詞 Question RetrievalQRCommunity-based Question and AnswerCQA
刊名 中文計算語言學期刊  
期數 201712 (22:2期)
出版單位 中華民國計算語言學學會
該期刊-上一篇 語音文件檢索使用類神經網路技術
該期刊-下一篇 探究使用基於類神經網路之特徵於文本可讀性分類
 

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