ResearchBenchmarksFairness Violation Detection on Adult (all train-test splits)Follow1,096Number of ViolationsSAFT1,093.481,110.491,127.51,144.51Jun 24, 2026Evaluation ResultsMethodMethodLinksNumber of ViolationsSAFTñ=50ñ=502026.061,096SAFTñ=20ñ=202026.061,097SAFTñ=30ñ=302026.061,097SAFTñ=40ñ=402026.061,097SAFTñ=200ñ=2002026.061,097SAFTñ=500ñ=5002026.061,097SAFTñ=1000ñ=10002026.061,097SAFTñ=10ñ=102026.061,098SAFTñ=100ñ=1002026.061,098SAFTñ=5ñ=52026.061,118SAFTñ=2ñ=22026.061,144SAFTñ=1ñ=12026.061,159