mlsanityData to 7 Oct 2026

A Measure of Research Taste

arXiv 2105.08089 ↗First posted 17 May 2021cs.DL cs.AIcited by 1

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Abstract (arXiv)

Researchers are often evaluated by citation-based metrics. Such metrics can inform hiring, promotion, and funding decisions. Concerns have been expressed that popular citation-based metrics incentivize researchers to maximize the production of publications. Such incentives may not be optimal for scientific progress. Here we present a citation-based measure that rewards both productivity and taste: the researcher's ability to focus on impactful contributions. The presented measure, CAP, balances the impact of publications and their quantity, thus incentivizing researchers to consider whether a publication is a useful addition to the literature. CAP is simple, interpretable, and parameter-free. We analyze the characteristics of CAP for highly-cited researchers in biology, computer science, economics, and physics, using a corpus of millions of publications and hundreds of millions of citations with yearly temporal granularity. CAP produces qualitatively plausible outcomes and has a number of advantages over prior metrics. Results can be explored at https://cap-measure.org/

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 11 of its 67 references that are in the map. First posted on arXiv 17 May 2021.

Builds on

11 of 67 references.

References · 11

  1. 2016Optimization Methods for Large-Scale Machine Learningcited by 1,140
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  7. 2015Defining and identifying Sleeping Beauties in sciencecited by 11
  8. 2013Reputation and Impact in Academic Careerscited by 7
  9. 2014Principles of scientific research team formation and evolutioncited by 7
  10. 2019Author name disambiguation of bibliometric data: A comparison of several unsupervised approachescited by 3
  11. 2021The h-index is no longer an effective correlate of scientific reputationcited by 3

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