Equation 14 · Part 1 · What Interpretability Actually Costs to Do at Scale
Symbol C_SAE
What this part means
AE 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
AE 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 C_SAE→Article meaning
The passage around this formula
…model for training the dictionary is . Because published TopK configurations keep k in the tens to low hundreds while n runs into the millions, n k and the encoding term dominates almost entirely: 2dnT . That single approximation explains something the paper reports without deriving: convergence — the point at which more tokens stop buying lower reconstruction error — is reached later as n grows, empirically as () tokens for GPT-4-scale autoencoders [ 1…
Learn the underlying idea
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Sources cited in the surrounding passage
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