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◆ Internet Reference Services Quarterly2026-03-03· Computer science

AI Slop in Academic Publishing: History, Characteristics, Manifestations, Causes, and Mitigation Strategies

Louie Giray, Kershnee Sevnarayan, Kgabo Bridget Maphoto, Walton Wider

原始摘要(英文原文)· Original abstract
As AI gains prominence in research workflows, AI slop, defined as low-quality, mass-produced synthetic content lacking human oversight, poses a systemic threat to scholarly integrity. This column examines the evolution and characteristics of AI slop in academic publishing, framing it through the SLOP (shallow, low-quality, overgeneralized, poorly-sourced) anatomy. By analyzing manifestations such as fabricated citations and visual fraud, we highlight critical risks to SDG 4 (Quality Education) and SDG 16 (Peace, Justice, and Strong Institutions). We propose multi-level mitigation strategies focused on human oversight and robust editorial policies to preserve institutional trust and the reliability of the knowledge ecosystem.
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AI Slop in Academic Publishing: History, Characteristics, Manifestations, Causes, and Mitigation Strategies — 科研速览 Science Skim