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@@ -141,7 +141,7 @@ Training automatically uses **BF16** where supported, falling back to FP16 on CU
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  Training was completed locally on an **NVIDIA GeForce RTX 3050**.
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- Validation loss decreased from **0.2839** at the first logged evaluation to a best value of **0.2198** at checkpoint 2,400. The final checkpoint produced an evaluation loss of **0.2200**, indicating that training had largely converged by the end of the second epoch.
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  ## Held-Out Generation Evaluation
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  Training was completed locally on an **NVIDIA GeForce RTX 3050**.
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+ Validation loss decreased from **0.2839** at the first logged evaluation to a best value of **0.2198** at checkpoint 2,400. The final checkpoint shows an evaluation loss of **0.2200**, indicating that training had largely converged by the end of the second epoch.
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  ## Held-Out Generation Evaluation
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