knowledge-collapse

replication code for "AI and the Problem of Knowledge Collapse"

https://github.com/aristotle-tek/knowledge-collapse

Science Score: 44.0%

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  • CITATION.cff file
    Found CITATION.cff file
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    Found codemeta.json file
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    Found .zenodo.json file
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    Low similarity (3.8%) to scientific vocabulary
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Repository

replication code for "AI and the Problem of Knowledge Collapse"

Basic Info
  • Host: GitHub
  • Owner: aristotle-tek
  • License: mit
  • Language: Python
  • Default Branch: main
  • Size: 2.72 MB
Statistics
  • Stars: 2
  • Watchers: 1
  • Forks: 1
  • Open Issues: 0
  • Releases: 0
Created almost 2 years ago · Last pushed about 1 year ago
Metadata Files
Readme License Citation

README.md

Knowledge Collapse

Replication code for "AI and the Problem of Knowledge Collapse"

Simulation Analysis

  • Generates results for Figures 1-6.

Empirical Study

  • Generates results for Figures 7-9 and Table 3.

  • Also includes a small corpus asking for lists of languages mentioned after Definition 3.

  • NB: Simple counts from the corpus were generated with grep, e.g.

```

i = ignore case, r=recursive, E=extended regexp, o=print only matching

grep -iEr 'Sign Language|ASL|BSL|Gesture|Non-verbal|Deaf|Manual|Visual Language' /path-to-folder/languages

grep -iro 'Aristot' /path-to-folder/corpus | wc -l ```

Citation (CITATION.cff)

cff-version: 1.2.0
message: "If you use this replication code, please cite the article below."
title: "Replication Code for: AI and the Problem of Knowledge Collapse"
authors:
  - family-names: "Peterson"
    given-names: "Andrew J."
    orcid: "https://orcid.org/0000-0002-0811-3515"
date-released: 2025-01-19
version: "1.0.0"
doi: "10.1007/s00146-024-02173-x"
url: "https://doi.org/10.1007/s00146-024-02173-x"
keywords:
  - artificial intelligence
  - knowledge collapse
  - large language models
  - innovation
license: "MIT"
references:
  - type: article
    authors:
      - family-names: "Peterson"
        given-names: "Andrew J."
    title: "AI and the problem of knowledge collapse"
    journal: "AI & Society"
    year: 2025
    doi: "10.1007/s00146-024-02173-x"
    url: "https://doi.org/10.1007/s00146-024-02173-x"

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Dependencies

simulation/environment.yml pypi
simulation/requirements.txt pypi
  • matplotlib ==3.8.3
  • numpy ==1.26.4
  • pandas ==2.2.1
  • scipy ==1.12.0