PRISMA-LLM: An Empirical Reporting Framework for AI-Assisted Systematic Reviews
This work analyzes SciLitBench, a corpus of 888 review-automation papers with 14,726 annotations, to characterize changes in methods, review-stage use, evaluation and reported limitations, and introduces PRISMA-LLM, an empirically grounded framework separating implementation disclosure from consequence-sensitive evalua...