Equation 7 · Part 10 · The Real Economics of Shipping a Model to a Device
Denominator: c_teacher - c_student
What this part means
The complete quantity below the fraction bar; it must be nonzero for this division.
Its job in the formula
eacher - tudent occurs below the fraction bar. The quantity above the bar is divided by this expression; zero is excluded as a denominator.
Full expression→Denominator: c_teacher - c_student→Article meaning
The passage around this formula
Here is the one-time training cost, Q is the number of queries served over the deployment’s life, and and are the marginal cost per query of serving each model, wherever that serving happens. The break-even query volume is . As a worked illustration only, not a claim about any real company’s ledger: take Alpaca’s disclosed $600 and assume, as an order-of-magnitude figure consistent with how frontier and compact API tiers are typically priced relative to each other, that a teacher-class model costs $0.002 per query to serve and a well-distilled student costs $0.0002 — a tenfold gap. Then …
Learn the underlying idea
A fraction a/b means a divided by b. The top number is the numerator; the bottom number is the denominator, and it cannot be zero.
Open the illustrated fractions: division written vertically guide →
Sources cited in the surrounding passage
These citations provide research context; check each source for the exact claim it supports.