Improving Diffusion Models with Structured JSON Captions
zeeshanp_ · x · 2026-08-03
Recent advancements in closed-source video models heavily rely on building structured text representations for captions, significantly improving the controllability and expressibility of diffusion models.
The quoted post explains that while caption informativeness predicts diffusion loss, it's hard to modulate with natural language. Structured prompting using JSON allows better adjustability, leading to improved diffusion. The author suggests there is massive room for exploration here using the latest coding models.
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