CleanScore: Black-Box Benchmark Audits with Negative Controls and Sensitivity Bounds
CleanScore, a black-box audit using scored outputs only, is presented, a black-box audit using scored outputs only that reports an interval for the public-form advantage rather than a verdict, and a private negative-control bank with an explicit transport radius separates exposure from ordinary form mismatch.