Emergent Abilities

What Emergent Abilities is

Examples cited include multi-step arithmetic and some forms of in-context reasoning. Later work argued several apparent jumps are artefacts of discontinuous metrics rather than genuine phase changes.

How it works

Researchers plot task performance against scale; sharp discontinuities suggest emergence, while smooth curves under continuous metrics suggest gradual improvement.

Why it matters

The debate matters for forecasting: if capabilities appear abruptly, safety evaluation must anticipate them before release.

Common uses

• →Capability forecasting
• →Pre-deployment evaluation design