Whose Data, Whose Benchmark? A User-Centric Framework for Auditing Evaluation Resources.

arXiv:2610.19268v1 Announce Type: cross Abstract: Benchmarks shape how model capabilities are measured and interpreted, yet their scores can obscure whose conventions, contexts, and judgments define successful performance. We introduce a user-centric audit fra