Will we run out of data?

Will we run out of data? — about 300 trillion tokens of public human-generated text, estimated to be exhausted in 2026–2032

Why it matters

The quantitative reference point for the data-exhaustion discourse

Source — Primary sources first; secondary reports are labelled “Press”

Officialepoch.aihttps://epoch.ai/blog/will-we-run-out-of-data-limits-of-llm-scaling-based-on-human-generated-data

Added in Week 35, 2026 · See that week

Same week

Alibaba releases Qwen2OfficialThe Prompt Report publishedPaper

Nearby on the same axis

MagpiePaperNemotron-4 340BPaperSimPOPaperFineWeb paper and FineWeb-Edu, 1.3 trillion tokensPaper