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@@ -24,6 +24,8 @@ This repository provides **Model_16_BIT (269M)** — an **ablation model** from
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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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  The purpose of this checkpoint is to isolate *whether trainable/semantic input embeddings are necessary at all*.
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  Unlike **Model_UNI_GLYPH**, this model uses a **frozen 16-dimensional binary embedding** that contains **no glyph / visual information** — it effectively encodes only the **token identity**.
 
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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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  The purpose of this checkpoint is to isolate *whether trainable/semantic input embeddings are necessary at all*.
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  Unlike **Model_UNI_GLYPH**, this model uses a **frozen 16-dimensional binary embedding** that contains **no glyph / visual information** — it effectively encodes only the **token identity**.