What field is synthetic data generation part of?

Synthetic data generation is part of Synthetic data and data curation.

Is synthetic data generation ready for products?

Its papers score 2.5 of 5 for readiness for products, read from what the papers themselves describe.

Which companies work on synthetic data generation?

Researchers at Cohere Labs, Microsoft and Tencent publish on it.

Synthetic data generation

Part of Synthetic data and data curation

Synthetic data generation is losing ground in AI research: 0.7% to 0.6% of new AI papers, -0.1 points. It ranks #209 of 214 by gain in share. As of Oct 10, 2026.

How we measure

Change in share: -0.1 pts
Share, last 3 months: 0.6%
Papers, last 3 months: 206
Ready for products: 2.5 / 5

More in Synthetic data and data curation

Counterfactual data augmentation0.0% → 0.0%0.0 pts Missing data imputation0.0% → 0.0%0.0 pts Synthetic data pretraining0.0% → 0.0%0.0 pts Synthetic tabular data generation0.1% → 0.0%0.0 pts Coreset selection0.0% → 0.0%0.0 pts Data selection0.1% → 0.1%0.0 pts Dataset distillation0.1% → 0.1%0.0 pts Data augmentation0.0% → 0.0%0.0 pts Synthetic data augmentation0.1% → 0.1%-0.0 pts Data curation0.4% → 0.4%-0.1 pts

Companies working on it

1Cohere Labs1 papers 2Microsoft1 papers 3Tencent1 papers

Synthetic data generation: quick answers

No. Its share of new AI papers went from 0.7% to 0.6%, with 206 papers in the last 3 months.