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Name disambiguation -- a fundamental problem in online academic systems -- isnow facing greater challenges with the increasing growth of research papers.For example, on AMiner, an online academic search platform, about 10% of namesown more than 100 authors. Such real-world challenging cases have not beeneffectively addressed by existing researches due to the small-scale orlow-quality datasets that they have used. The development of effectivealgorithms is further hampered by a variety of tasks and evaluation protocolsdesigned on top of diverse datasets. To this end, we present WhoIsWho owning, alarge-scale benchmark with over 1,000,000 papers built using an interactiveannotation process, a regular leaderboard with comprehensive tasks, and aneasy-to-use toolkit encapsulating the entire pipeline as well as the mostpowerful features and baseline models for tackling the tasks. Our developedstrong baseline has already been deployed online in the AMiner system to enabledaily arXiv paper assignments. The public leaderboard is available athttp://whoiswho.biendata.xyz/. The toolkit is athttps://github.com/THUDM/WhoIsWho. The online demo of daily arXiv paperassignments is at https://na-demo.aminer.cn/arxivpaper.

Web-Scale Academic Name Disambiguation: the WhoIsWho Benchmark, Leaderboard, and Toolkit