Tag: scaling laws
15Aug
Emergent Abilities in NLP: When LLMs Start Reasoning Without Explicit Training
Discover how large language models develop emergent abilities like reasoning without explicit training. Learn about parameter thresholds, risks, and best practices for managing unpredictable AI behaviors in production.
4May
Thinking Tokens vs. Scaling Laws: How Test-Time Reasoning Changes LLM Performance in 2026
Discover how 'Thinking Tokens' are breaking traditional AI scaling laws. Learn why test-time scaling boosts LLM reasoning accuracy by up to 7.8% without retraining, and whether the compute cost is worth it for your business.
26Dec
Scaling Multilingual Large Language Models: How Data Balance and Coverage Drive Performance
Discover how balancing training data across languages-not just adding more-dramatically improves multilingual LLM performance. Learn the science behind optimal sampling and why it's replacing outdated methods.