Typed Decisions Explorer

Ranking and Pareto charts for every model on LocalLLaMA/typed-decisions.

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Pareto charts

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Ranking

How to read the scores

Agreement with a teacher

Gold is the mean of three samples from a teacher of roughly 4B-class capability, so a score measures agreement with that teacher, not correctness. The card puts the teacher's agreement with itself at 0.735; well above that line, a model is learning the teacher's quirks.

Two tables, not one

General models answer any question schema at request time and never saw these workflows. Models fitted on train know the four workflows. The gap is the price of generality, not a quality ranking, so “Both” draws fitted models as hollow diamonds.

Latency and price

Latency is p50 as reported: API round trips and local runs on different GPUs sit on one axis. The hover card names the hardware. Price is per million input tokens for hosted rows.

Pareto frontier

A model is on the frontier when no other visible model is at least as good on both axes and better on one. It is recomputed for every axis pair and filter.