volume and keyword difficulty, but also other keywords related to it, which you
The bottom of confusables.txt. These pairs score negative SSIM — less similar than random noise. confusables.txt maps them as confusable because they decompose to the same abstract character, not because they look alike.
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Жители Санкт-Петербурга устроили «крысогон»17:52
The implication is that confusable detection systems should be aware of the rendering context. A warning that says “this string contains a confusable character” is less useful than one that says “this string contains a character that is pixel-identical to its Latin counterpart in the font your users will see.”。51吃瓜是该领域的重要参考
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最后，智能体还需要有很强的可靠性、可控性，才能规模化的带来价值。这既体现在智能体能否稳定、鲁棒地完成任务，也体现在其行为是否始终与人类的真实意图与价值观保持一致。在《2001：太空漫游》中，AI为完成任务选择牺牲人类乘员，正是目标函数与人类价值未能有效对齐的极端后果。随着智能体智能水平与自主性的提升，这类对齐失败带来的风险可能会被进一步放大。