typos

README.md

@@ -14,7 +14,7 @@ inference: true
 
 ![](img/header.webp)
 
-A LoRA for SDXL 1.0 Base which improves output image quality after loading it and using `wrong` as a negative prompt during inference.
+A LoRA for SDXL 1.0 Base which improves output image quality after loading it and using `wrong` as a negative prompt during inference. You can demo image generation using this LoRA in [this Colab Notebook](https://colab.research.google.com/github/minimaxir/sdxl-experiments/blob/main/sdxl_image_generation.ipynb)
 
 Benefits of using this LoRA:
 
@@ -50,13 +50,13 @@ base.load_lora_weights("minimaxir/sdxl-wrong-lora")
 _ = base.to("cuda")
 ```
 
-During image generation, use `wrong` as the negative prompt.
+During image generation, use `wrong` as the negative prompt. That's it!
 
 ## Examples
 
 **Left image** is the base model output (no LoRA) + refiner, **right image** is base (w/ LoRA) + refiner. Both generations use the same seed.
 
-I have also [released a Colab Notebook](https://colab.research.google.com/github/minimaxir/sdxl-experiments/blob/main/sdxl_wrong_comparison.ipynb) to generate these kinds of images, although the seeds listed will not give the same results since they were generated on a different GPU/CUDA than the Colab notebook.
+I have also [released a Colab Notebook](https://colab.research.google.com/github/minimaxir/sdxl-experiments/blob/main/sdxl_wrong_comparison.ipynb) to generate these kinds of images, although the seeds listed will not give the same results since they were generated on a different GPU/CUDA than the Colab Notebook.
 
 `realistic human Shrek blogging at a computer workstation, hyperrealistic award-winning photo for vanity fair` (cfg = 13, seed = 56583700)