X-citedOpen sourceUC-100verification
Open 151M typed-decision calibration vs Jev
Builder audits LocalLLaMA/typed-decisions harness bugs, then shows a CPU TF-IDF+logistic baseline (11s) beating Jev on ECE and matching customer-service accuracy; shares a reproducible GitHub breakdown.
Open 151M typed-decision calibration vs Jev
Builder audits LocalLLaMA/typed-decisions harness bugs, then shows a CPU TF-IDF+logistic baseline (11s) beating Jev on ECE and matching customer-service accuracy; shares a reproducible GitHub breakdown.
Category: verification
Primitives: choice, noul, score
Source type: x
Open source: yes
Date: 2026-09-18
Citations
- https://x.com/heman10x/status/2101094328370155921