Jargonautica
Making Models Smaller, Faster and Cheaper

Small Language Model

Also called: SLM

A deliberately compact model, typically small enough to run on a laptop or a phone. It will lose to a frontier model on hard reasoning, and for a well-defined narrow job it is often indistinguishable, while costing a fraction as much, responding faster and keeping data on the device. A great deal of practical work does not need the largest available model.

Technical view

Usually in the range of one to a few tens of billions of parameters, produced through a combination of distillation, careful data curation and training on far more tokens than compute-optimal scaling would suggest. Quantised to four or eight bits they fit in consumer memory. The sensible pattern is routing: a small model handles the bulk of traffic and escalates to a larger one when confidence or task type warrants, which can cut cost substantially with little quality loss provided the routing itself is evaluated.


Part of AI Terminology Index, section: Making Models Smaller, Faster and Cheaper.

How it connects

Small Language Model links to 8 other terms. The faint lines are links between those terms. See it in the full graph.

Cost Per TaskCost Per TaskQuantisationQuantisationDistillationDistillationOn-device InferenceOn-device InferenceModel RouterModel RouterDigital DivideDigital DivideLarge Language ModelLarge Language ModelCompute-optimal TrainingCompute-optimal Tra…Small Language Model