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Knowledge Base Completion for Long-Tail Entities

Authors: Lihu Chen; Simon Razniewski; Gerhard Weikum;

Knowledge Base Completion for Long-Tail Entities

Abstract

We developed a new dataset with an emphasis on the long-tail challenge, called MALT (for “Multi-token, Ambiguous, Long-Tailed facts”). The dataset contains 65.3% triple facts where the O entity is a multi-word phrase, and 58.6% ambiguous facts where the S or O entities share identical alias names in Wikidata. For example, the two ambiguous entities ,“Birmingham, West Midlands (Q2256)” and “Birmingham, Alabama (Q79867)”, have the same Label value “BirminghamBirmingham”. In total, 87.0% of the sample facts have entities in the long tail, where we define long-tail entities to have at most 13 Wikidata triples.

Keywords

FOS: Computer and information sciences, Computer Science - Computation and Language, Computation and Language (cs.CL)

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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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impulse
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