Equation 1 · Part 3 · Comparing the Main Approaches to AI Inference Economics
Symbol N_dense
What this part means
ense occurs above the fraction bar. The numerator is divided by the entire denominator below it.
Its job in the formula
ense occurs above the fraction bar. The numerator is divided by the entire denominator below it.
Full expression→Symbol N_dense→Article meaning
The passage around this formula
…Approximating compute per token as proportional to the parameter count actually touched [ 13 , 11 ] , the ratio of dense to MoE compute at equal activated size is approximately . for a dense model with parameters compared against an MoE model activating of its parameters per token. What this ratio hides is exactly what a compute-only comparison always hides: memory. Serving an MoE model requires holding all parameters…
Learn the underlying idea
A subscript is a label attached below a symbol. It often selects a time step, component, category, or member of a sequence.
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Sources cited in the article section
- [12] Mixtral of Experts ↗
- [11] DeepSeek-V3 Technical Report ↗
- [13] Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity ↗
- [8] Pricing ↗
These citations provide research context; check each source for the exact claim it supports.