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wiki/concepts/Gibberish-Text.md
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title: "Gibberish Text"
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type: concept
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tags: [AI Generation, Bias, Cultural]
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date: 2026-04-20
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---
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## Definition
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AI 在尝试非英语脚本或文化符号时发明令人反感或无意义字符的问题。常见于生成中文、阿拉伯文、印地文等文字时,AI 会产生看似文字但实际无法识别的"符号"。
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## Why It Happens
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- 训练数据中非拉丁文字的representation不足
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- 模型缺乏对特定文字系统的深度理解
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- 文本渲染模块的幻觉
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## How to Counter
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- 显式负向提示任何生成的文本、标志或标牌
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- 使用"no text"、"no symbols"、"no signs"等约束
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- 后处理阶段使用 OCR 检测并替换为真实文字
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## Related Concepts
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- [[InclusiveVisualsSpecialist]] — 对抗此问题的专家角色
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- [[NegativePromptLibrary]] — 提供防止此问题的负向提示库
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- [[CloneFaces]] — 类似的 AI 幻觉问题
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