@article{screenbeforeyouinterpretaportablevalidit, title = {Screen Before You Interpret: A Portable Validity Protocol for Benchmark-Based LLM Confidence Signals}, author = {Jon-Paul Cacioli}, year = {2026}, eprint = {2604.17714}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.17714}, }