Tag: scaling laws
Scaling Laws in NLP: How Bigger Data and Models Created Modern LLMs
Explore how scaling laws transformed AI development. Learn how Chinchilla scaling and compute predictions enabled the rise of modern Large Language Models.
- Jul 19, 2026
- Collin Pace
- 0
- Permalink
Transfer and Emergence: When LLM Capabilities Appear at Scale
Explore the phenomenon of emergent capabilities in LLMs and how scaling laws lead to sudden, unpredictable breakthroughs in AI reasoning and skill.
- Apr 16, 2026
- Collin Pace
- 10
- Permalink
Hyperparameters That Matter Most in Large Language Model Pretraining
Learning rate and batch size are the two hyperparameters that most impact LLM pretraining success. Learn how scaling laws from 2025 let you calculate optimal values, avoid common pitfalls, and cut training costs by 90%.
- Mar 8, 2026
- Collin Pace
- 6
- Permalink