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@@ -9,7 +9,9 @@ scientific figures as editable, semantics-preserving
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  [Ti*k*Z](https://github.com/pgf-tikz/pgf) graphics programs conditioned on text
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  captions. It is based on [DeTi*k*Zify<sub>v2</sub>
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  (8b)](https://huggingface.co/nllg/detikzify-v2-8b) and [LLaMA<sub>3.2</sub>
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- (1b)](https://huggingface.co/meta-llama/Llama-3.2-1B). Check out the
 
 
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  [DeTi*k*Zify](https://github.com/potamides/DeTikZify) project for more
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  information and tips on how to best run the model.
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  [Ti*k*Z](https://github.com/pgf-tikz/pgf) graphics programs conditioned on text
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  captions. It is based on [DeTi*k*Zify<sub>v2</sub>
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  (8b)](https://huggingface.co/nllg/detikzify-v2-8b) and [LLaMA<sub>3.2</sub>
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+ (1b)](https://huggingface.co/meta-llama/Llama-3.2-1B), and integrates
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+ [Ti*k*Zero](https://huggingface.co/nllg/tikzero-adapter) with additional
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+ end-to-end fine-tuning. Check out the
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  [DeTi*k*Zify](https://github.com/potamides/DeTikZify) project for more
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  information and tips on how to best run the model.
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