ModelRefs / Emergent Capabilities — AI Glossary
Emergent Capabilities — AI Glossary
Model abilities that appear abruptly at scale and were absent in smaller models, not straightforwardly predictable from scaling curves.
Overview
Wei et al. (2022) documented tasks (multi-step arithmetic, chain-of-thought reasoning, language translation) that appear suddenly past a capability threshold. The phenomenon is debated—some argue emergence is an artifact of discontinuous metrics. Regardless, it motivates scaling laws research and benchmark design at scale.
Reference details
| Topic | architecture |
|---|---|
| Also known as | emergent behavior, emergent abilities |
| Last reviewed | 2026-06-24 |
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Frequently asked questions
What is Emergent Capabilities?
Model abilities that appear abruptly at scale and were absent in smaller models, not straightforwardly predictable from scaling curves.
Is Emergent Capabilities the same as emergent behavior?
Yes — emergent behavior, emergent abilities are common aliases for Emergent Capabilities.
What concepts are related to Emergent Capabilities?
Closely related concepts include scaling law, in context learning, chinchilla.