Physics diagram generation becomes markedly more physically correct when training captions are replaced with a structured schema that separates drawn facts from inferred reasoning, and when evaluation checks individual physical facts.
Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding
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Towards Physics-Faithful Generation of Scientific Diagrams
Physics diagram generation becomes markedly more physically correct when training captions are replaced with a structured schema that separates drawn facts from inferred reasoning, and when evaluation checks individual physical facts.