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     <p><strong>VLM</strong> stands for <strong>Vortex Language Model</strong>, a series of transformer-based models developed by <strong>PingVortex</strong>. The models are designed for tasks such as text generation, reasoning, and instruction following. Each version of VLM is structured in three training stages for progressive refinement.</p>
     
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-      <p><strong>Note on Hardware:</strong> Training is performed on different GPU configurations depending on availability - sometimes using 1× NVIDIA RTX A5000, sometimes 1× A40, and occasionally 1× RTX 5060 Ti with 16GB VRAM (yes, it's already out and in use).</p>
+      <p><strong>Note on Hardware:</strong> Training is performed on different GPU configurations depending on availability - sometimes using 1× NVIDIA RTX A5000, sometimes 1× A40, and occasionally 1× RTX 5060 Ti with 16GB VRAM.</p>
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