Update README.md

README.md

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 license: creativeml-openrail-m
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-**Update:** Arcane Diffusion v2 now available!
+**Update:** Arcane Diffusion v3 coming soon (already in training)!
 
 This is the fine-tuned Stable Diffusion model trained on images from the TV Show Arcane.
 Use the tokens **arcane style** in your prompts for the effect.
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 Sample images from the model:
 ![output Samples](https://huggingface.co/nitrosocke/Arcane-Diffusion/resolve/main/arcane-diffusion-output-images.jpg)
 
-Update: Version 2 uses the diffusers based dreambooth training and prior-preservation loss is way more effective. The .ckpt was converted with a script and works with automatics repo.
+Version 2 (arcane-diffusion-v2): This uses the diffusers based dreambooth training and prior-preservation loss is way more effective. The diffusers where then converted with a script to a ckpt file in order to work with automatics repo.
+Training was done with 5k steps for a direct comparison to v1 and results show that it needs more steps for a more prominent result. Version 3 will be tested with 11k steps.
 
-Disclaimer v1 (arcane-diffusion-5k): This model was trained using _Unfrozen Model Textual Inversion_ utilizing the _Training with prior-preservation loss_ methods. There is still a slight shift towards the style, while not using the arcane token.
+Version 1 (arcane-diffusion-5k): This model was trained using _Unfrozen Model Textual Inversion_ utilizing the _Training with prior-preservation loss_ methods. There is still a slight shift towards the style, while not using the arcane token.