Equation 6 · Part 4 · Evaluating Trajectories, Not Answers
subtraction
subtraction
What this part means
Subtract the following term or group from the preceding one. A leading minus marks a negative quantity.
Its job in the formula
Subtract the following term or group from the preceding one. A leading minus marks a negative quantity.
Full expression→subtraction→Article meaning
The passage around this formula
The two quantities point in opposite directions as sampling increases. With per-attempt success probability p and independent attempts, compare . The first rises toward one; the second falls toward zero. They are computed from the same runs and answer entirely different questions, and reporting the first while the deployment depends on the second is the most common quiet misrepresentation in agent evaluation.
Learn the underlying idea
Addition combines quantities; subtraction measures the signed difference between them. Parentheses show what is combined before the rest of the expression is evaluated.
Open the illustrated addition and subtraction in an equation guide →
Sources cited in the article section
- [4] τ-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domains ↗
- [10] The Illusion of Diminishing Returns: Measuring Long Horizon Execution in LLMs ↗
- [9] Measuring AI Ability to Complete Long Software Tasks ↗
These citations provide research context; check each source for the exact claim it supports.