Equation 33 · Part 12 · Shrink It, Train It Small, or Search for It: The Main Strategies for Small Models, Compared
multiplication
multiplication
What this part means
Multiply the quantities on either side.
Its job in the formula
Multiply the quantities on either side.
Full expression→multiplication→Article meaning
The passage around this formula
Set side by side, the four strategies do not compete on a single scale, and a comparison that reduces them to one leaderboard number is not describing what any of them actually trades off. Each holds a different quantity fixed as “already spent” and treats a different quantity as the one still to be paid: . Compression pays mostly , a documented small fraction of a from-scratch training cost [ 3 ] , but only if a suitable large model is available to reuse in the first place. Training small on purpose pays and in full, with no discount, in exchange for a model that inherits nothing it was not deliberately given.…
Learn the underlying idea
Multiplication scales one quantity by another. A dot, a cross, or adjacent symbols can indicate a product.
Open the illustrated multiplication: combining factors guide →
Sources cited in the surrounding passage
- [3] Sheared LLaMA: Accelerating Language Model Pre-training via Structured Pruning ↗
- [7] Neural Architecture Search with Reinforcement Learning ↗
- [10] Once for All: Train One Network and Specialize it for Efficient Deployment ↗
These citations provide research context; check each source for the exact claim it supports.