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@@ -24,6 +24,8 @@ This repository provides **Model_16_FLOAT (269M)** — an **ablation model** fro
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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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  Unlike **Model_UNI_GLYPH**, this model does **not** use glyph-based embeddings. Instead, it uses a **frozen 16-dimensional float embedding** per token.
 
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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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+ [📚 Blog Article](https://huggingface.co/blog/Bochkov/emergent-semantics-beyond-token-embeddings)
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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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  Unlike **Model_UNI_GLYPH**, this model does **not** use glyph-based embeddings. Instead, it uses a **frozen 16-dimensional float embedding** per token.