Evaluation design and benchmarks · MLD-0382
Evaluation variance
Variation in measured results caused by sample choice, random seeds, generation, or judging.
Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.
Original example
Repeat evaluations to estimate uncertainty in model comparisons.
Original caveat
A single score can conceal substantial uncertainty.
Context and aliases
Level: Intermediate. Stages: Evaluation · Research.
Tags: ML · DL · LLM · SLM · Safety.
Aliases: None recorded.