LLM Active Learning

Why it matters

Active learning shapes label efficiency. Understanding shapes ops.

The architecture

Score examples: uncertainty + diversity + model disagreement.

Top-K for labeling.

Retrain + repeat.

How it works end to end

Uncertainty: model confidence low.

Diversity: cover input space.

Committee: multiple models disagree.