Artificial intelligence-supported assessment in higher education systematic review dataset

Lens Scholarly Works aggregating and harmonising records primarily from Crossref, PubMed, and Microsoft Academic (MAG), with enhancements from OpenAlex, Unpaywall, and CORE containing 295,632,815 scholarly works.Date last searched: 20 January 2026.Search strategy: The Lens query used was:Scholarly Works (3,588) = ( “artificial intelligence” OR ( AI OR ( “large language model*” OR ( LLM OR ( “generative AI” OR “machine learning” ) ) ) ) ) AND ( assessment OR ( testing OR ( examination OR ( grading OR ( evaluation OR ( feedback OR ( “academic integrity” OR “student performance” ) ) ) ) ) ) )Filters: Year Published = ( 2020 - ) Publication Type = ( journal article, preprint, conference proceedings article, book chapter, dissertation, book, conference proceedings ) Field of Study = ( Higher education )The query excluded n = 295629229 records.Two screeners worked independently at each stage. Screening and inclusion counts were:● Query results retrieved: 3,588;● Metadata assessment (first pass) with n = 529 records excluded;● First pass records retrieved n = 3057;● Abstract text assessment (second pass) with n = 2749 records excluded;● Second pass records retrieved n = 308;● Full-text assessment (third pass) with n = 90 records excluded; and● Third pass records retrieved for inclusion: 218.