Update README.md (Fix)

README.md

@@ -16,19 +16,19 @@ Official Repository of the paper: *[IterComp](https://arxiv.org/abs/2410.07171)*
 
 ## News🔥🔥🔥
 
-**[2025.02]** We open-source three composition-aware reward models in [HuggingFace Repo](https://huggingface.co/comin/IterComp/tree/main/reward_models), which can be used for preference learning and as **new image generation evaluators**.
+**[2025.02]** We open-source three composition-aware reward models in the [HuggingFace Repo](https://huggingface.co/comin/IterComp/tree/main/reward_models), which can be used for preference learning and as **new image generation evaluators**.
 
 **[2025.02]** We enhance IterComp-RPG with LLMs that possess the strongest reasoning capabilities, including [**DeepSeek-R1**](https://github.com/deepseek-ai/DeepSeek-R1), [**OpenAI o3-mini**](https://openai.com/index/openai-o3-mini/), and [**OpenAI o1**](https://openai.com/index/learning-to-reason-with-llms/) to achieve outstanding compositional image generation under complex prompts.
 
 **[2025.01]** IterComp is accepted by ICLR 2025!!!
 
-**[2024.10]** Checkpoints of base diffusion model are publicly available on [HuggingFace Repo](https://huggingface.co/comin/IterComp).
+**[2024.10]** Checkpoints of base diffusion model are publicly available in the [HuggingFace Repo](https://huggingface.co/comin/IterComp).
 
 **[2024.10]** Our main code of IterComp is released.
 
 ## Introduction
 
-IterComp is one of the new State-of-the-Art compositional generation methods. In this repository, we release the model training from  [SDXL Base 1.0](https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0) .
+IterComp is one of the new State-of-the-Art compositional generation methods. In this repository, we release the model trained on [SDXL Base 1.0](https://huggingface.co/stabilityai/stable-diffusion-xl-base-1.0) .
 
 ## Text-to-Image Usage