@article{prehocpredictionsinautomlleveragingllmst, title = {Pre-Hoc Predictions in AutoML: Leveraging LLMs to Enhance Model Selection and Benchmarking for Tabular datasets}, author = {Yannis Belkhiter and Seshu Tirupathi and Giulio Zizzo and Sachin Sharma and John D. Kelleher}, year = {2025}, eprint = {2510.01842}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.01842}, }