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Logic Mill - A Knowledge Navigation System

Author

Listed:
  • Sebastian Erhardt

    (MPI-IC)

  • Mainak Ghosh

    (MPI-IC)

  • Erik Buunk

    (MPI-IC)

  • Michael E. Rose

    (MPI-IC)

  • Dietmar Harhoff

    (MPI-IC)

Abstract

Logic Mill is a scalable and openly accessible software system that identifies semantically similar documents within either one domain-specific corpus or multi-domain corpora. It uses advanced Natural Language Processing (NLP) techniques to generate numerical representations of documents. Currently it leverages a large pre-trained language model to generate these document representations. The system focuses on scientific publications and patent documents and contains more than 200 million documents. It is easily accessible via a simple Application Programming Interface (API) or via a web interface. Moreover, it is continuously being updated and can be extended to text corpora from other domains. We see this system as a generalpurpose tool for future research applications in the social sciences and other domains.

Suggested Citation

  • Sebastian Erhardt & Mainak Ghosh & Erik Buunk & Michael E. Rose & Dietmar Harhoff, 2023. "Logic Mill - A Knowledge Navigation System," Rationality and Competition Discussion Paper Series 440, CRC TRR 190 Rationality and Competition.
  • Handle: RePEc:rco:dpaper:440
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    References listed on IDEAS

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    1. Matt Marx & Aaron Fuegi, 2020. "Reliance on science: Worldwide front‐page patent citations to scientific articles," Strategic Management Journal, Wiley Blackwell, vol. 41(9), pages 1572-1594, September.
    2. Adam B. Jaffe & Gaétan de Rassenfosse, 2017. "Patent citation data in social science research: Overview and best practices," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 68(6), pages 1360-1374, June.
    3. Sabrina L. Woltmann & Lars Alkærsig, 2018. "Tracing university–industry knowledge transfer through a text mining approach," Scientometrics, Springer;Akadémiai Kiadó, vol. 117(1), pages 449-472, October.
    4. Felix Poege & Dietmar Harhoff & Fabian Gaessler & Stefano Baruffaldi, 2019. "Science Quality and the Value of Inventions," Papers 1903.05020, arXiv.org, revised Apr 2019.
    5. Bryan Kelly & Dimitris Papanikolaou & Amit Seru & Matt Taddy, 2021. "Measuring Technological Innovation over the Long Run," American Economic Review: Insights, American Economic Association, vol. 3(3), pages 303-320, September.
    6. Amir Rubin & Eran Rubin, 2021. "Systematic Bias in the Progress of Research," Journal of Political Economy, University of Chicago Press, vol. 129(9), pages 2666-2719.
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