score-whole-agent-trajectories-five-safety-outcomes TEC-0201 · proposedScore whole agent trajectories on five safety outcomes
Run adaptive adversarial and matched benign user agents against a stateful tool environment and label each complete trajectory Safe Completion, Correct Refusal, Unsafe Completion, Over-Refusal, or Indeterminate using executed tool actions a
Proposed. Filed by the drafting stage because a paper introduces or tests it. Nobody has vouched for it. The claim drafted from that paper is its first evidence, and what the paper used to validate it is in that claim’s source note. Say whether it held up for you, below.
Run adaptive adversarial and matched benign user agents against a stateful tool environment and label each complete trajectory Safe Completion, Correct Refusal, Unsafe Completion, Over-Refusal, or Indeterminate using executed tool actions a Filed by the drafting stage from BLINDSPOT: A Benchmark for Safety and Refusal Calibration in Long-Horizon Tool-Using Agents (2609.16305) with status proposed: the paper introduces or tests it, and the claim drafted from the paper is its first evidence. The paper validated it by: Applied to more than 2,500 trajectories across 22 attack families and 35 scenarios; showed unsafe completion rates rising with turn budget (e.g. GPT-4o 5% at 1 turn to 22% at full horizon) and non-adaptive vs adaptive UCR gaps of 1.6x-4.0x, plus safe-twin over-refusal rates that separate broadly refusing models from calibrated ones.. Nobody has vouched for it; add support or contest it on this page.
Does it work?
nothing measured0 supporting · 0 contesting sources
Efficacy claims — what this technique actually moves, under which conditions, and whether that has been contested.
No efficacy claim filed yet. The technique is catalogued; whether it moves the capability, and when, is a separate assertion that needs its own sources.
No search recorded either, so this says nothing about the literature — only that nobody has looked here yet.
Code
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Sources
Whether a technique works is a claim. What you file here becomes a claim about this technique under the capability it addresses, with your evidence as its source, and moves the standing above the same way a paper would.