💰 Money system 📊 Imperfect benchmark

silver standard

7.6

A collection of data made automatically with imperfect labels used instead of a high-quality one

noun
/ˈsɪlvər ˈstændərd/

Specialized

: patrón plata

Researchers often rely on silver standards when gold annotations are too expensive or slow.

Examples

For initial training they used a silver standard corpus created with automatic labels.
The competition provided a silver standard test set for baseline evaluation before final judging.
The researchers used a silver standard for their preliminary testing.
In this study, we will compare results from the silver standard dataset.
For their models, the team utilized a silver standard dataset that served as a practical reference in place of a more ideal gold-standard collection.
Developers often opt for a silver standard when high-quality labeled data is unavailable, ensuring they can still achieve useful training outcomes.
The project relied on a silver standard to evaluate machine learning algorithms before investing in more precise annotations.

How Reliable

gold standard

15 3.9

silver standard

Specialized

7.6

Surface Forms

silver standard singular

silver standards plural

Morphology

silver + standard

The components 'silver' (second-place, inferior to gold) and 'standard' (benchmark) combine compositionally to yield the idea of a second-tier or lower-quality benchmark used in place of a gold standard. This ranking metaphor is cross-linguistically common, so a B1 learner who knows the constituents would likely infer the general meaning, even if they might miss technical details about noisy or automatically produced datasets.

Etymology

Silver standard in machine learning and data work borrows its name from the metal idea: silver is the metal just below gold. So a silver standard is a useful but lower-quality dataset used when the 'gold standard' is not available or is too expensive.