Model Collapse
Date of Addition
17 October 2025
A degenerative phenomenon where AI models trained on recursively generated synthetic data progressively lose diversity, accuracy, and quality over successive training iterations, ultimately producing increasingly homogeneous and corrupted outputs. This feedback loop occurs when models consume their own generated content or outputs from similar models as training data, causing statistical distributions to narrow and tail events to disappear from learned representations. Model collapse poses existential risks to the long-term viability of AI systems as synthetic content proliferates across the internet, contaminating datasets used for future model training.
Related Long-form Insights on IndoPacific.App
terms of use
This glossary of terms is provided as a free resource for educational and informational purposes only. By using this glossary developed by Indic Pacific Legal Research LLP (referred to as 'The Firm'), you agree to the following terms of use:
-
You may use the glossary for personal and non-commercial purposes only. If you use any content from the glossary of terms on this website in your own work, you must properly attribute the source. This means including a link to this website and citing the title of the glossary.
-
Here is a sample format to cite this glossary (we have used the OSCOLA citation format as an example):
Indic Pacific Legal Research LLP, 'TechinData.in Explainers' (Indic Pacific Legal Research, 2023) <URL of the Explainer Page>
-
You are not authorised to reproduce, distribute, or modify the glossary without the express written permission of a representative of Indic Pacific Legal Research.
-
The Firm makes no representations or warranties about the accuracy or completeness of the glossary. The glossary is provided on an "as is" basis and the Firm disclaims all liability for any errors or omissions in the glossary.
-
You agree to indemnify and hold the Firm harmless from any claims or damages arising out of your use of the glossary.
If you have any questions or concerns about these terms of use, please contact us at global@indicpacific.com