What ‘Hallucination-Free’ Actually Means in an AI Humanizer Benchmark
A humanizer tool can score close to perfect on passing a detector and still fail at the one job that actually matters more: keeping the original meaning intact. A benchmark that only reports a detector pass rate misses this entirely, which is why a serious comparison needs a second measure sitting right alongside the first…