kaal:claim:5095633-011

As AI-generated content proliferates online it dilutes the diversity and originality of the text pool available for later training, producing performance degradation across successive model generations.

As AI-generated content proliferates online, it dilutes the overall diversity and originality of text available for subsequent training processes, potentially leading to a degradation in model performance over repeated generations.

Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025), 2.1.2. Volume and Variety of Data, p. 4
https://ssrn.com/abstract=5095633 · source PDF

Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025). SSRN: https://ssrn.com/abstract=5095633

• repeated training generations drawing on an increasingly synthetic web

mechanismsupport: evidencedfailure: recursive synthetic dilutionfamily: ai-model-and-training-failureeducation-and-practice

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