knowledge-collapse
replication code for "AI and the Problem of Knowledge Collapse"
Science Score: 44.0%
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✓CITATION.cff file
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✓codemeta.json file
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✓.zenodo.json file
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○Scientific vocabulary similarity
Low similarity (3.8%) to scientific vocabulary
Last synced: 7 months ago
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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"
GitHub Events
Total
- Push event: 2
Last Year
- Push event: 2
Issues and Pull Requests
Last synced: almost 2 years ago
All Time
- Total issues: 0
- Total pull requests: 0
- Average time to close issues: N/A
- Average time to close pull requests: N/A
- Total issue authors: 0
- Total pull request authors: 0
- Average comments per issue: 0
- Average comments per pull request: 0
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 0
Past Year
- Issues: 0
- Pull requests: 0
- Average time to close issues: N/A
- Average time to close pull requests: N/A
- Issue authors: 0
- Pull request authors: 0
- Average comments per issue: 0
- Average comments per pull request: 0
- Merged pull requests: 0
- Bot issues: 0
- Bot pull requests: 0
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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