Model Efficiency

Definitions

1. How effectively a model uses compute, memory, and time to deliver useful performance for a given task. Model efficiency matters because a slightly less capable but much cheaper or faster model may be the better real-world choice.

   In plain English: How much useful performance a model delivers for the resources it uses.

   Example: "Quantization improved model efficiency enough that the assistant could run on less expensive hardware without a major quality drop."

Related Terms

• AI Language
• AI Parameter
• Classifier
• Lean AI
• Model Benchmark
• Model Config
• Model Context
• Small Language Model
• Sparse Model
• Training Efficiency