Unverified50% confidenceSolutionExact time
The correct order for the defense process is: first do homoglyph mapping and Unicode normalization, then run filters and classifiers on the normalized text, while retaining the original text for display and logging.
1
Sources
50%
Confidence
Long-term
Relevance
10/19/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedLexical scanning must first perform Unicode normalization and strip or flag control characters, otherwise plain-text matching will miss an entire class of attacks.76% similarUnverifiedIn engineering practice, combining pruning, filtering, and summarization strategies is a common approach: retaining the original text for the most recent rounds of dialogue, generating summaries for earlier conversations, and directly filtering out small talk.70% similarUnverified当前主流大语言模型几乎都采用自回归方式逐 token 顺序生成文本67% similarUnverifiedContent filtering refers to the interception of text at the keyword, semantic, or classifier level before or after model output66% similar
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