@article{beforeyouinterprettheprofilevalidityscal, title = {Before You Interpret the Profile: Validity Scaling for LLM Metacognitive Self-Report}, author = {Jon-Paul Cacioli}, year = {2026}, eprint = {2604.17707}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.17707}, }