Equation 36 · Part 1 · Shrink It, Train It Small, or Search for It: The Main Strategies for Small Models, Compared
Symbol C_train
What this part means
rain 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
rain 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_train→Article meaning
The passage around this formula
… , 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. Architecture search pays , which can be enormous when paid fresh per target [ 7 ] or amortized across many targets when paid once as a supernet [ 10 ] , on top…
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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.