Equation 19 · Part 1 · Dense, Sparse, and Distilled: Comparing Approaches to Frontier Model Capacity
Symbol N
What this part means
N is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.
Its job in the formula
N is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.
Full expression→Symbol N→Article meaning
The passage around this formula
What distillation breaks: the link between capability and N . Best when serving memory or latency is the binding constraint and a teacher already exists.
Learn the underlying idea
A variable is a named place for a value. Its letter is a local label: x can mean position in one formula and a data point in another.
Open the illustrated variables: a letter stands for a value guide →
See this notation across published equations →
Sources cited in the article section
- [6] Distilling the Knowledge in a Neural Network ↗
- [11] DeepSeek-R1 Incentivizes Reasoning in LLMs through Reinforcement Learning ↗
These citations provide research context; check each source for the exact claim it supports.