Sankalp Gilda

Position: Evaluation Scores Are Perishable Knowledge Claims

It is argued that evaluation scores should be treated as epistemic claims with three properties: formality (human evaluation provides stronger evidence than an automated metric), scope (a benchmark result applies to the tested distribution, not universally), and validity windows (benchmark results expire as contamination accumulates and distributions shift).