ConceptData Famine
Data Scarcity
The shortage of high-quality training data facing the AI industry: the stock of usable high-quality text on the public internet is limited and being rapidly consumed, while demand for large-model training data continues to grow quickly, forcing the industry toward non-public data sources and synthetic data.
Timeline (last 90 days)
Oct 13
The data scarcity trend is forcing AI teams to turn to three types of alternative data sources: user behavior logs and interaction records inside enterprises, proprietary data in vertical industry domains, and manually annotated or synthetically generated data.
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