Update README.md

README.md

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 <!-- Provide a quick summary of what the model is/does. -->
 
-ViPE: Visualize Pretty-much Everything, is the first automated model for translating any arbitraty piece of text into a visualizable prompt. It helps any text-to-image model in figurative or non-lexical language visualizations.
+ViPE: Visualize Pretty-much Everything, is the first automated model for translating any arbitrary piece of text into a visualizable prompt. It helps any text-to-image model in figurative or non-lexical language visualizations.
 
 ### Model Description
 
@@ -19,6 +19,8 @@ ViPE: Visualize Pretty-much Everything, is the first automated model for transla
 - **Model type:** Auto-Regressive
 - **Language:** English
 - **License:** [MIT License for Non-Commercial Use](https://github.com/Hazel1994/ViPE/blob/main/LICENSE)
+- **Based on:** [GPT2-Medium](https://huggingface.co/gpt2-medium)
+- **Versions:** [ViPE-M-CTX7](https://huggingface.co/fittar/ViPE-M-CTX7) (255M parameters) and [ViPE-S-CTX7](https://huggingface.co/fittar/ViPE-S-CTX7) (117M parameters), 
 
 
 ### Model Sources