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How to avoid Open-Sora generating content that doesn't match the prompt words?

2025-08-25 1.3 K

A Practical Guide to Cue Word Optimization

A three-layer optimization strategy is recommended for the content bias problem:

  • Structured description method: Write prompts based on a "subject-action-environment-style" structure, e.g., "Golden Retriever (subject) running on the beach (action), sunset (environment), 8k film texture (style)."
  • GPT-4o Enhanced Mode: Enable the -refine-prompt True parameter, the system will automatically expand simple prompts into long prompts containing specialized terminology such as camera angles, lighting, and so on.
  • Negative cueing techniques: Add unprompted.txt to the configuration file to define excluded elements, e.g. "blurry, distorted face, extra limbs".
  • Staged validation:: Mr. Mister into a 2-second preview video (-num-frames 17) to confirm the direction before generating the full version
  • Reference Chart Locked: image to video mode, use -ref-strength 0.7 to preserve the original composition, the higher the value the more features of the reference image are preserved

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