新闻
How Much Is an AI Token Worth? Scaling Laws for Wild AI-Generated Web Text
arXiv cs.AI · 发布于 · 阅读约3分钟
30秒读懂
- 发生了什么
- Researchers found that 27-31% of web text is AI-generated and studied how this affects language model pretraining by training 800 models with varying AI-to-human token ratios.
- 为何重要
- Matters for engineers building language models who need to understand whether AI-generated pretraining data helps or hurts model quality on human text tasks.
- 注意
- AI tokens initially help data-starved models but quickly become harmful as more are added. Benefits reverse entirely for well-resourced models, contradicting existing scaling laws.
- language model
- token
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