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@@ -151,8 +151,4 @@ RubiNet is a fine-tuned conversational adaptation derived from `mistralai/Minist
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  - This release is an adapter, not a full standalone base checkpoint.
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  - Benchmark scores depend on the exact prompting and inference configuration.
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  - Arithmetic reliability improves when RubiNet is combined with external calculator verification in the serving layer.
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- - GSM8K performance is still limited relative to stronger specialized math-tuned models.
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- ## Repository Notes
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- If you publish this repository publicly, keep the model title as **RubiNet** and place extra technical details such as benchmark scores, language coverage, and architecture hints in the tags and description rather than in the title.
 
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  - This release is an adapter, not a full standalone base checkpoint.
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  - Benchmark scores depend on the exact prompting and inference configuration.
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  - Arithmetic reliability improves when RubiNet is combined with external calculator verification in the serving layer.
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+ - GSM8K performance is still limited relative to stronger specialized math-tuned models.