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logit-guidance

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schwabauerbriantomas-gif / mdlm-logit-guidance

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Empirical study of logit-level guidance on LLaDA-8B masked diffusion model. Extends Diffusion-LM (Li & Liang 2022) classifier guidance to 8B scale with gradient-free energy vectors. 13 experiments, +39% semantic steering.

natural-language-generation adversarial ai-safety diffusion-models energy-based-models controllable-generation llm-security diffusion-lm llm-steering masked-diffusion llada logit-guidance
  • Updated Jul 4, 2026
  • Python

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