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  This repository provides **Model_16_FLOAT (269M)** — an **ablation model** from the paper:
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- - *Emergent Semantics Beyond Token Embeddings: Transformer LMs with Frozen Visual Unicode Representations*
 
 
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  This checkpoint is designed to study the effect of **normalization / PCA-style processing** in a *minimal* frozen embedding setting.
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  This repository provides **Model_16_FLOAT (269M)** — an **ablation model** from the paper:
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+ [📚 Paper (Emergent Semantics Beyond Token Embeddings: Transformer LMs with Frozen Visual Unicode Representations)](https://huggingface.co/papers/2507.04886) -
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+ [📚 Paper (Growing Transformers: Modular Composition and Layer-wise Expansion on a Frozen Substrate)](https://huggingface.co/papers/2507.07129) -
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  This checkpoint is designed to study the effect of **normalization / PCA-style processing** in a *minimal* frozen embedding setting.
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