The Hitchhiker's Guide to System 1 Models: Fast Decision-Making Beyond LLMS.

arXiv:2610.33775v2 Announce Type: replace Abstract: Large Language Models excel at reasoning and generation but their autoregressive, token-by-token inference makes them unnecessarily slow, expensive, and poorly calibrated for the many routine decisions (routi