What Fits (Into Few Tokens) Doesn't Overfit
A June 9, 2026 arXiv paper finds that LLM-driven ML research agents reproduce and discover high-performance models even when constrained to extremely short prompts or one-bit feedback, across 8 datasets spanning tabular …