@article{whenprettyisntusefulinvestigatingwhymode, title = {When Pretty Isn't Useful: Investigating Why Modern Text-to-Image Models Fail as Reliable Training Data Generators}, author = {Krzysztof Adamkiewicz and Brian Bernhard Moser and Stanislav Frolov and Tobias Christian Nauen and Federico Raue and Andreas Dengel}, year = {2026}, eprint = {2602.19946}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2602.19946}, }