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Perceptual Reality Transformer is introduced, an evidence-linked workflow and descriptive atlas that retain the source account alongside representations and generated illustrations that retain the source account alongside representations and generated illustrations.
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...
SciLitBench identifies a practical boundary between high-recall screening and evidence-complete extraction and provides a reproducible resource for evaluating LLM-assisted evidence synthesis.
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