Equation 5 · Part 13 · The Hardest Unsolved Problems in Small and On-Device AI
Ending index or upper bound: T
What this part means
This label says where the repeated addition, multiplication, or accumulation stops. It sets the last term or end of the range.
Its job in the formula
T occurs below the fraction bar. The quantity above the bar is divided by this expression; zero is excluded as a denominator.
Full expression→Ending index or upper bound: T→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
Σ adds a collection of terms. Π multiplies them. The lower and upper labels tell you which terms belong to the collection.
Open the illustrated sums and products: repeat an operation over an index guide →
See this notation across published equations →
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.