Tagged: homelab

1 post tagged homelab.

Teaching an open model to say how sure it is A single forward pass, one LoRA epoch, and a size study from 0.8B to 27B. September 29, 2026 · ~16-minute read We turned open Qwen models into typed decision models that return calibrated probabilities for yes/no, pick-one and rating questions in one forward pass, with no generated text. One LoRA epoch makes every model from 2B up accurate and well calibrated on familiar tasks. Calibration on task types it never saw is where size matters, and where the work is still unfinished.