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Safety alignment

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

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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 · 5 downloads
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Journal article

INT4 Is Not One Treatment: Why the Quantisation-Safety Literature Cannot Be Reconciled as Reported, How Six Design Axes Separate Its Studies Before Bit-Width Does, and Why Two 2026 Studies of the Same Model Names Reach Opposite Verdicts

Post-training quantisation to 4 bits is widely treated as nearly free, a judgement resting on perplexity and multiple-choice accuracy. Whether it is also free for safety is now contested: 2025-2026 studies report that 4-bit checkpoints lose refusal while their quality holds, that 3-bit weights…

Cite Related research LOR-00102 · 12 views · 6 downloads
PDF406 KB

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