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---
title: "Gibberish Text"
type: concept
tags: [AI Generation, Bias, Cultural]
date: 2026-04-20
---
## Definition
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"。
## Why It Happens
- 训练数据中非拉丁文字的representation不足
- 模型缺乏对特定文字系统的深度理解
- 文本渲染模块的幻觉
## How to Counter
- 显式负向提示任何生成的文本、标志或标牌
- 使用"no text"、"no symbols"、"no signs"等约束
- 后处理阶段使用 OCR 检测并替换为真实文字
## Related Concepts
- [[InclusiveVisualsSpecialist]] — 对抗此问题的专家角色
- [[NegativePromptLibrary]] — 提供防止此问题的负向提示库
- [[CloneFaces]] — 类似的 AI 幻觉问题