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Glossary

Benchmark contamination

Quick answer

When test examples leak into a model's training data, inflating its scores.

It is a common problem as public benchmarks spread online.

Private, never-published business data is valuable for evaluation partly because it is less likely to be contaminated.

Why Benchmark contamination matters when licensing company data to AI

Benchmark contamination occurs when test examples leak into a model's training data, inflating its scores. It is a common problem as public benchmarks spread online. Private, never-published business data is valuable for evaluation partly because it is less likely to be contaminated, which is one reason buyers ask whether records have ever been public.

  1. 01Your work records
  2. 02Personal details removed
  3. 03You approve the release
  4. 04Licensed to AI developers
How it works with SourceX: Your work records → Personal details removed → You approve the release → Licensed to AI developers.Illustrative

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