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This article reviews the developments taking place in Arabic QASs as well as the challenges faced by researchers in developing Arabic QASs. Content signals relate mostly to the text and categories of questions and associated answers, while social signals capture the various user interactions with questions, such as asking, answering, voting, etc. In collaborative QASs, users provide answers to the questions posed by other users, and best answers are selected manually either by the asker or by all the participants by voting. However, Arabic, a morphologically rich Semitic language spoken by over 422 million people, has not seen similar development in the field of question answering. In Web search, users may remain unsatisfied for several reasons: the search engine may not be effective enough or the query might not reflect their intent. They suggested considering answer quality because a user might answer many similar questions while it is hard to ensure that the user is an expert who can provide a high quality answer. These findings lead to specific design recommendations, which are also discussed in the paper.

This paper is expected to serve researchers and practitioners as a reference to help them structuring the domain, position themselves and, ultimately, help them to propose new contributions or improve existing ones. But very little literature has investigated how to motivate the selected potential answerers to answer a question, especially in an enterprise setting. GBDT has a wide usage in many recommendation systems. Finally, the gap analysis between the research in Arabic and English QASs has been performed and accordingly, some future directions for research in Arabic QASs have been proposed. Modern consumers are inundated with choices. Question Answering sites, such as Yahoo! Can the performance of the predict model benefit from the ensemble technique? What are the features and classification techniques useful to predict whether a CQA question can obtain answers from experts?

It intends to provide a clear understanding of the issues as well as a clear structure of the contributions. Tested on a large scale dataset, our model exhibits good performance, clearly outperforming standard baselines. QASs across several languages, including European and Asian languages. We measured that in Yahoo! Answers is currently one of the most popular question answering systems. Previous researches mostly focused on finding answers or potential answerers to facilitate the interactions in CQA and most of them worked with open domain. Answers, Baidu Knows, Naver, and Quora, have been rapidly growing in popularity. We argue here that Community Question Answering sites in general and Yahoo! In fact, a large number of search engine users benefit from these archives, by finding.

One area in which such systems. After conducting an extensive literature survey of a number of English and Arabic QASs, this article classifies them according to several criteria. Answers alone, already exceed in size 1 billion, and are aggressively indexed by web search engines. This paper reviews different efforts in this domain. Years of research focused on providing the best user experience for the data available to the search engine. However, little has been done to address the cases in which relevant content for the specific user need has not been posted on the.

Answers or Baidu Zhidao, allow users to get answers to complex, detailed and personal questions from other users. Giving a preemptive warning to the asker at posting time should. The resulting archives of posted answers to questions, in Yahoo! The most commonly used architecture for the development of an Arabic QAS, known as pipeline architecture, has been presented. With the growing number of efforts towards the combination of IR and social networks, it is necessary to build a clearer picture of the domain and synthesize the efforts in a structured and meaningful way. Zhidao, expect to receive an answer, and are frustrated when their questions remain unanswered.

One novel aspect of our approach is exploiting a wide variety of content and social signals users regularly provide to the system and organizing them into channels. This has led to the development of recommender systems that direct consumers to products expected to satisfy them. Answers in particular, need a mechanism that would expose users to questions they can relate to and possibly answer. For example, Dror and etc. We fuse and generalize known recommendation approaches within a single symmetric framework, which incorporates and properly balances multiple types of signals according to channels.