Detection logic: split input into sentences, clean, then run through all 7 binary classifiers. If ≥2 models flag a sentence, it’s marked as suspected AI and highlighted. Final AI ratio = (flagged sentence length) / (total input length). Judgment:
Prompt injectionIn prompt injection attacks, bad actors engineer AI training material to manipulate the output. For instance, they could hide commands in metadata and essentially trick LLMs into sharing offensive responses, issuing unwarranted refunds, or disclosing private data. According to the National Cyber Security Centre in the UK, "Prompt injection attacks are one of the most widely reported weaknesses in LLMs."
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根据《华盛顿邮报》报道，一位Anthropic 联合创始人在 2023 年 1 月的文件中写道，用书籍训练模型，可以让 AI 学会「如何写得更好」，而不是只会模仿质量参差不齐的网络语言。