Energy-navigated trajectory shaping during training produces 8-step discrete flow matching students that achieve 32% lower perplexity than 1024-step teachers on 170M language models with unchanged inference cost.
Michael Polanyi.The Tacit Dimension
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At least fifteen independent dimensions of taste, texture, geography, processing, and culture can be recovered from curated FlavorGraph ingredient embeddings.
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Trajectory as the Teacher: Few-Step Discrete Flow Matching via Energy-Navigated Distillation
Energy-navigated trajectory shaping during training produces 8-step discrete flow matching students that achieve 32% lower perplexity than 1024-step teachers on 170M language models with unchanged inference cost.
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Epicure: Multidimensional Flavor Structure in Food Ingredient Embeddings
At least fifteen independent dimensions of taste, texture, geography, processing, and culture can be recovered from curated FlavorGraph ingredient embeddings.