Pair token encoding (digit pairs as single tokens)
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In an internet where you’re more likely to interact with bots than actual humans online, while children become more technologically savvy everyday and can navigate phones better than they can bikes, social media platforms are looking for ways to balance keeping people’s privacy top of mind while ensuring the safety of their underage users. Unfortunately, these two parameters often come in contradiction with one another, and the lack of government oversight means there’s little incentive for these companies to pursue anything more than keeping the status quo.
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3. Apply per-script thresholds. Cyrillic confusables at 0.447 mean SSIM require aggressive blocking. Mathematical Alphanumeric Symbols at 0.302 can be handled more permissively, especially since NFKC already collapses most of them. Arabic at 0.205 generates almost no genuine visual confusion and can be deprioritised entirely.
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