diff --git a/README.md b/README.md
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 This is a list of software and resources for the [Stable Diffusion](https://stability.ai/blog/stable-diffusion-public-release) AI model.
 
-- 🖊️ marks content that requires sign-up or account creation for a third party service outside GitHub
+- 🖊️ marks content that requires sign-up or account creation for a third party service outside GitHub.
 - 💵 marks [Non-Free](https://en.wikipedia.org/wiki/Free_software) content: commercial content that may require any kind of payment.
 
 Due to the fast-moving nature of the topic, entries in the list may be removed at an expedited rate until the ecosystem matures.
@@ -24,13 +24,13 @@ All forks listed here add additional features and optimisations and are generall
 
 * [basujindal/stable-diffusion](https://github.com/basujindal/stable-diffusion) - "Optimized Stable Diffusion"—a fork with dramatically reduced VRAM requirements through model splitting, enabling Stable Diffusion on lower-end graphics cards; includes a GradIO web interface and support for weighted prompts. 
 
-* [bes-dev/stable_diffusion.openvino](https://github.com/bes-dev/stable_diffusion.openvino) - Fork for running the model using a CPU compatible with OpenVINO
+* [bes-dev/stable_diffusion.openvino](https://github.com/bes-dev/stable_diffusion.openvino) - A fork for running the model using a CPU compatible with OpenVINO.
 
 * [hlky/stable-diffusion](https://github.com/hlky/stable-diffusion) - Very active fork with optional, highly featureful [Gradio UI](https://github.com/hlky/stable-diffusion-webui) and support for txt2img, img2img inpainting, GFPGAN, ESRGAN, weighted prompts, optimized low memory version, optional [textual-inversion](https://textual-inversion.github.io/) and more.
 * [lstein/stable-diffusion](https://github.com/lstein/stable-diffusion) - Very active fork adding a conversational CLI, basic web interface and support for GFPGAN, ESRGAN, weighted prompts, img2img, [textual-inversion](https://textual-inversion.github.io/) as well as inference on Apple M1.
 * [lowfuel/progrock-stable](https://github.com/lowfuel/progrock-stable) - Fork with optional Web GUI and a different approach to upscaling (GoBIG/ESRGAN)
   * [txt2imghd](https://github.com/jquesnelle/txt2imghd) - Fork of progrock diffusion that creates detailed, higher-resolution images by first generating an image from a prompt, upscaling it, then running img2img on smaller pieces of the upscaled image, and blending the results back into the original image.
-* [replicate/copg-stable-diffusion](https://github.com/replicate/cog-stable-diffusion) - [Cog machine learning container](https://github.com/replicate/cog) of SD v1.4
+* [replicate/copg-stable-diffusion](https://github.com/replicate/cog-stable-diffusion) - [Cog machine learning container](https://github.com/replicate/cog) of SD v1.4.
 * [stable-diffusion-jupyterlab-docker](https://github.com/pieroit/stable-diffusion-jupyterlab-docker) - A Docker setup ready to go with Jupyter notebooks for Stable Diffusion. 
 
 ## Models and Weights