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Attack success rate

2 open-access journal articles on attack success rate, published in 2026 in Life of Research. Every record is free to read and download, with a permanent link and a ready-made citation.

2 records

Journal article

Hard to Read Is Not Hard to Audit: Why Degrading a Text Image Raises Jailbreak Success in One 2026 Study and Lowers It in Another, Four Accounts That Fit the Same Curve, and the Ablations That Would Separate Them

Rendering text as an image is now proposed as a way to compress long contexts for multimodal language models, and a 2026 study reports that the same move opens a safety hole: when a harmful request is rendered at a resolution low enough to be hard but not impossible to read, attack success rises…

Cite Related research LOR-00112 · 2 views · 3 downloads
PDF398.1 KB

Journal article

Near-Zero Until Someone Tries: What a Prompt-Injection Defense Number Measures, Why Static and Adaptive Results Do Not Reconcile, and the Assumption the Out-of-Band Turn Has Not Yet Tested

Several published prompt-injection defenses report attack success rates at or near one percent on static benchmarks; published adaptive attacks report success above fifty percent against the same defense families, and above ninety percent in several instances. Neither set of numbers is a…

Cite Related research LOR-00040 · 6 views · 19 downloads
PDF484.5 KB

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