Equation 7 · Part 1 · Comparing the Main Approaches to Training Data and Synthetic Data
Symbol p
What this part means
the fraction.
Its job in the formula
p 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 p→Article meaning
Where the article explains it
The method’s economics follow directly from its mechanism: if a checker accepts a fraction p of generated candidates, the expected cost of producing one accepted sample scales as
The passage around this formula
…models raised a 7-billion-parameter LLaMA’s GSM8K accuracy from a 35.9 percent supervised baseline to 49.3 percent [ 7 ] . The method’s economics follow directly from its mechanism: if a checker accepts a fraction p of generated candidates, the expected cost of producing one accepted sample scales as
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 →
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Sources cited in the surrounding passage
- [6] Llama 2: Open Foundation and Fine-Tuned Chat Models ↗
- [7] Scaling Relationship on Learning Mathematical Reasoning with Large Language Models ↗
These citations provide research context; check each source for the exact claim it supports.