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Security2026-07-28 · source-backed
arXiv 2607.24392 measured secondary costs across downstream task performance, over-refusal on benign inputs, and inference cost. Rule-based defenses best preserve task performance. Conservative self-reflective defenses drive the most over-refusal. Multi-round defenses carry the largest runtime overhead. Treat it as a selection matrix, not a leaderboard. (arXiv 2607.24392)
Each link below shares sources, entities, or timing with this story.
Shared entity: Multi / Same source domain / Shared topic / Earlier coverage
Both cover Multi; reported by the same outlet (arxiv.org); overlapping topics (inference, input).
Shared entity: Multi / Same source domain / Earlier coverage / Tension
Both cover Multi; reported by the same outlet (arxiv.org); earlier Multi coverage from 2026-07-25.
Both cover Multi; reported by the same outlet (arxiv.org); earlier Multi coverage from 2026-07-22.
Shared entity: Multi / Same source domain / Earlier coverage / Downstream implication
Both cover Multi; reported by the same outlet (arxiv.org); earlier Multi coverage from 2026-02-27.
Shared entity: Multi / Same source domain / Earlier coverage
Both cover Multi; reported by the same outlet (arxiv.org); earlier Multi coverage from 2026-07-25.
Shared entity: Treat / Shared topic / Earlier coverage
Both cover Treat; overlapping topics (cost, inference); earlier Treat coverage from 2026-07-24.
Shared entity: Treat / Same source domain / Earlier coverage
Both cover Treat; reported by the same outlet (arxiv.org); earlier Treat coverage from 2026-07-23.
Both cover Treat; reported by the same outlet (arxiv.org); earlier Treat coverage from 2026-07-08.