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Information Density in Prompts

Added 2026-10

Information Density in Prompts — Chinese original prompt

我的提示词写了[300]字,出图却很平。请逐句判断「这句是否改变画面」:保留[主体、环境、光、镜头、材质、后期]六类各一句,删掉形容词堆叠、重复近义词、画不出来的抽象词。输出瘦身前后对照,并指出被删的哪一句其实是关键信息,应该改写而不是删除。
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Chinese original

Open in ChatGPT

Example

Sample input

提示词写了三百字,出图却很平。逐句判断这句是否改变画面,六类各留一句,删掉形容词和抽象词。

The output should include

  • 逐句判断这句话是否改变画面
  • 六类各留一句,给瘦身前后对照
  • 指出被删的哪句其实是关键信息

Replace these placeholders 2

Swap the bracketed parts for your own details before sending.

  • [300]
  • [主体、环境、光、镜头、材质、后期]
How to use

抽象词不是废话,是要翻译成可视的东西,别一律删掉。

Try tweaking it

  • Swap style words for measurable parameters: light, lens, material, composition.
  • Ask for three variants of one prompt, then compare the differences.

What you should get

  • A parameter sheet you can act on (light, lens, material, framing)
  • Two or three alternatives with trade-offs

Common mistakes

  • Stacking words like "premium, cinematic, 8K" — no two results match.
  • Asking for a real brand or celebrity look and getting something close but unusable.

How to check the output

  • Parameters are executable — ready to use in a tool or hand to a designer.
  • It explains the trade-offs, not just the final look.

Where it works

  • Good for: breaking vague "premium feel" into concrete light, material, lens and composition parameters.
  • Watch out: for real brands, celebrities or third-party work, use equivalent descriptions to avoid infringement.

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