SE-PEF: a Resource for Personalized Expert Finding

被引:0
作者
Kasela, Pranav [1 ,2 ]
Pasi, Gabriella [1 ]
Perego, Raffaele [2 ]
机构
[1] Univ Milano Bicocca, Milan, Italy
[2] ISTI CNR, Pisa, Italy
来源
ANNUAL INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL IN THE ASIA PACIFIC REGION, SIGIR-AP 2023 | 2023年
关键词
Question Answering; Expert Finding; User Model; Personalization;
D O I
10.1145/3624918.3625335
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The problem of personalization in Information Retrieval has been under study for a long time. A well-known issue related to this task is the lack of publicly available datasets to support a comparative evaluation of personalized search systems. To contribute in this respect, this paper introduces SE-PEF (StackExchange - Personalized Expert Finding), a resource useful for designing and evaluating personalized models related to the Expert Finding (EF) task. The contributed dataset includes more than 250k queries and 565k answers from 3 306 experts, which are annotated with a rich set of features modeling the social interactions among the users of a popular cQA platform. The results of the preliminary experiments conducted show the appropriateness of SE-PEF to evaluate and to train effective EF models.
引用
收藏
页码:288 / 293
页数:6
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