Large Concept Models: Language modeling in a sentence representation space
SMRTR summary
Large Concept Models (LCMs) operate on high-level "concept" representations corresponding to sentences, using the SONAR embedding space supporting 200+ languages. The approach explores MSE regression, diffusion-based generation, and quantized space models, with 1.6B parameter models trained on 1.3T tokens.
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