Equation 5 · Part 7 · The Hardest Unsolved Problems in Small and On-Device AI
fraction
fraction
What this part means
Divide the expression above the line by the one below it.
Its job in the formula
The expression above the fraction bar is divided by the complete expression below it. The denominator must not be zero.
Full expression→fraction→Article meaning
The passage around this formula
Formally, if a model is evaluated on T tasks with full-precision accuracy and quantized accuracy on task t , a benchmark table typically reports the mean regression . while what governs whether any individual deployment is safe to ship is closer to the worst-case regression
Learn the underlying idea
A fraction a/b means a divided by b. The top number is the numerator; the bottom number is the denominator, and it cannot be zero.
Open the illustrated fractions: division written vertically guide →
Sources cited in the article section
- [2] A Case Study of Selected PTQ Baselines for Reasoning LLMs on Ascend NPU ↗
- [3] Can Compressed LLMs Truly Act? An Empirical Evaluation of Agentic Capabilities in LLM Compression ↗
These citations provide research context; check each source for the exact claim it supports.