Chinchilla Scaling

Cost to run models in production.

Cost of model training.

Competitive advantage from proprietary models/data.

Models whose weights are publicly available.

Embedding signals to prove model ownership.

Detecting unauthorized model outputs or data leaks.

Increasing model capacity via compute.

Increasing performance via more data.