Seed change does not effects diversity
Synthetic Data Generation Methods
huggingface.co
https://huggingface.co/spaces/HuggingFaceFW/finephrase#correlation-to-runs-from-scratch
The synthetic data platform purpose-built for AI — Gretel.ai
Use Gretel's APIs to fine-tune custom AI models and generate synthetic data on-demand. Try the end-to-end synthetic data platform for free.
https://gretel.ai/

metric
Synthetic Text Data Quality | Gretel.ai
Measure your text data semantic and structural similarity.
https://docs.gretel.ai/optimize-synthetic-data/evaluate/synthetic-data-quality-report-1

Autodata
Autodata: An agentic data scientist to create high quality synthetic data
We introduce Autodata, a general method that enables AI agents to act as data scientists who build high quality training and evaluation data. We show how to train (meta-optimize) such a data...
https://arxiv.org/abs/2606.25996


Seonglae Cho