Science or Slop?: Benchmarking and Mitigating Scientific Slop in AI-Generated Papers

AI-generated content, often called AI slop, is increasingly common everywhere, particularly in academia. Slop in AI-generated scientific papers, however, has more complex patterns that cannot be easily detected by existing token-based AI detectors.