IDEAS home Printed from https://ideas.repec.org/p/rco/dpaper/440.html
   My bibliography  Save this paper

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
    as

    Download full text from publisher

    File URL: https://rationality-and-competition.de/wp-content/uploads/discussion_paper/440.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. 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.
    2. 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.
    3. 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.
    4. 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.
    5. 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.
    6. Felix Poege & Dietmar Harhoff & Fabian Gaessler & Stefano Baruffaldi, 2019. "Science Quality and the Value of Inventions," Papers 1903.05020, arXiv.org, revised Apr 2019.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Wang, Fang, 2024. "Does the recombination of distant scientific knowledge generate valuable inventions? An analysis of pharmaceutical patents," Technovation, Elsevier, vol. 130(C).
    2. Fernández, Ana María & Ferrándiz, Esther & Medina, Jennifer, 2022. "The diffusion of energy technologies. Evidence from renewable, fossil, and nuclear energy patents," Technological Forecasting and Social Change, Elsevier, vol. 178(C).
    3. Higham, Kyle & de Rassenfosse, Gaétan & Jaffe, Adam B., 2021. "Patent Quality: Towards a Systematic Framework for Analysis and Measurement," Research Policy, Elsevier, vol. 50(4).
    4. de Rassenfosse, Gaétan & Palangkaraya, Alfons, 2023. "Do patent pledges accelerate innovation?," Research Policy, Elsevier, vol. 52(5).
    5. Watzinger, Martin & Schnitzer, Monika, 2019. "Standing on the Shoulders of Science," Rationality and Competition Discussion Paper Series 215, CRC TRR 190 Rationality and Competition.
    6. Wernsdorf, Kathrin & Nagler, Markus & Watzinger, Martin, 2022. "ICT, collaboration, and innovation: Evidence from BITNET," Journal of Public Economics, Elsevier, vol. 211(C).
    7. Hötte, Kerstin & Pichler, Anton & Lafond, François, 2021. "The rise of science in low-carbon energy technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 139(C).
    8. Kang, Yankun & Leng, Xuan & Liao, Yunxiang & Zheng, Shilin, 2024. "Information disclosure, spillovers, and knowledge accumulation," China Economic Review, Elsevier, vol. 84(C).
    9. Doblinger, Claudia & Surana, Kavita & Li, Deyu & Hultman, Nathan & Anadón, Laura Díaz, 2022. "How do global manufacturing shifts affect long-term clean energy innovation? A study of wind energy suppliers," Research Policy, Elsevier, vol. 51(7).
    10. Sheer, Lia, 2022. "Sitting on the Fence: Integrating the two worlds of scientific discovery and invention within the firm," Research Policy, Elsevier, vol. 51(7).
    11. Lu Liu & Benjamin F. Jones & Brian Uzzi & Dashun Wang, 2023. "Data, measurement and empirical methods in the science of science," Nature Human Behaviour, Nature, vol. 7(7), pages 1046-1058, July.
    12. Higham, Kyle & Contisciani, Martina & De Bacco, Caterina, 2022. "Multilayer patent citation networks: A comprehensive analytical framework for studying explicit technological relationships," Technological Forecasting and Social Change, Elsevier, vol. 179(C).
    13. A. Fronzetti Colladon & B. Guardabascio & F. Venturini, 2023. "A new mapping of technological interdependence," Papers 2308.00014, arXiv.org, revised Sep 2024.
    14. Sijie Feng, 2020. "The proximity of ideas: An analysis of patent text using machine learning," PLOS ONE, Public Library of Science, vol. 15(7), pages 1-19, July.
    15. Shin, Seungryul Ryan & Lee, Jisoo & Jung, Yura Rosemary & Hwang, Junseok, 2022. "The diffusion of scientific discoveries in government laboratories: The role of patents filed by government scientists," Research Policy, Elsevier, vol. 51(5).
    16. Niclas Berggren & Christian Bjørnskov, 2022. "Academic freedom, institutions, and productivity," Southern Economic Journal, John Wiley & Sons, vol. 88(4), pages 1313-1342, April.
    17. Seokbeom Kwon & Jan Youtie & Alan Porter & Nils Newman, 2024. "How does regulatory uncertainty shape the innovation process? Evidence from the case of nanomedicine," The Journal of Technology Transfer, Springer, vol. 49(1), pages 262-302, February.
    18. Catalina Martínez & Valerio Sterzi, 2021. "The impact of the abolishment of the professor’s privilege on European university-owned patents," Industry and Innovation, Taylor & Francis Journals, vol. 28(3), pages 247-282, March.
    19. Ferrucci, Edoardo, 2020. "Migration, innovation and technological diversion: German patenting after the collapse of the Soviet Union," Research Policy, Elsevier, vol. 49(9).
    20. Diemer, Andreas & Regan, Tanner, 2022. "No inventor is an island: Social connectedness and the geography of knowledge flows in the US," Research Policy, Elsevier, vol. 51(2).

    More about this item

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:rco:dpaper:440. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Viviana Lalli (email available below). General contact details of provider: https://rationality-and-competition.de .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.