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cs.SE2026
What Does It Take to Research with AI? A Rapid Review of Competencies to Train LLM-Literate Researchers
Danilo Monteiro Ribeiro, Ronnie de Souza Santos, Rodrigo Siqueira +5
The growing adoption of Large Language Models in scientific research has created a need to understand what competencies researchers and graduate students require to use these tools…
cs.SE2026
Beyond Accuracy: LLM Variability in Evidence Screening for Software Engineering SLRs
Gilberto Sussumu Hida, Danilo Monteiro Ribeiro, Erika Yahata
Context: Study screening in systematic literature reviews is costly, inconsistency-prone, and risk-asymmetric, since false negatives can compromise validity. Despite rapid uptake o…