This study evaluates a two-dimensional adaptive review framework with retrieval-augmented generation for the Philippine Nursing Licensure Examination , it uses an adaptive engine powered by the same mathematical model used in the NCLEX-RN. The proposed adaptive engine is theoretically capable of estimating a learner's ability and providing higher-quality pedagogical feedback compared to traditional testing methods.

Participation is voluntary and you are free to withdraw at any time. If you are a 3rd or 4th year student nurses who have not yet taken the nursing board exam, you are eligible to participate in the study.