Equation 3 · Part 4 · The Attack Surface That Reads
Symbol p_i
What this part means
the probability.
Its job in the formula
is an input to the expression that computes the quantity on the left.
Full expression→Symbol p_i→Article meaning
Where the article explains it
Suppose a request passes n independent detection layers, each of which fails to catch a given malicious input with probability .
The passage around this formula
Here is the modelling error to avoid. Suppose a request passes n independent detection layers, each of which fails to catch a given malicious input with probability . It is tempting to write the bypass probability of the stack as . and conclude that four layers at ten percent leakage each give one bypass in ten thousand. That number is an artefact of the independence assumption, and the assumption is the weakest part of the model. The…
Learn the underlying idea
A subscript is a label attached below a symbol. It often selects a time step, component, category, or member of a sequence.
Open the illustrated subscripts: which member of a family? guide →
See this notation across published equations →
Sources cited in the article section
- [10] The Instruction Hierarchy: Training LLMs to Prioritize Privileged Instructions ↗
- [11] Lessons from Defending Gemini Against Indirect Prompt Injections ↗
- [12] Mitigating prompt injection attacks with a layered defense strategy ↗
These citations provide research context; check each source for the exact claim it supports.