ai

Your evaluation set is probably contaminated

The benchmark score went up because the answer was already in the training data.

Public benchmarks leak into scraped corpora within weeks. A model that scores well may simply have seen the questions.

The reliable fix is a private holdout that is never published. That makes comparison across labs harder, which is the point.

Contamination is not always fatal. It becomes fatal when a team uses the score to decide what to ship.

#models#evaluation#inference