Update README.md

Author: ZrrSkywalker

README.md

@@ -12,30 +12,30 @@ Try out the web demo 🤗 of LLaMA-Adapter: [![Hugging Face Spaces](https://img.
 ## News
 - **[2023.04.30]** We are noticed that GPT-4 score has a strong positional bias in favor of the first response. The paper will be updated to reveal this position bias. Great thanks to [Canwen Xu](https://scholar.google.com/citations?user=oopKCDMAAAAJ&hl=en).
 - **[2023.04.30]** The technical report for **LLaMA-Adapter V2** is released at [Preprint](https://arxiv.org/abs/2304.15010).
-- **[2023.04.28]** 🔥🔥 The code and model checkpoint for **LLaMA-Adapter-V2-65B** are NOW available [here](https://github.com/ZrrSkywalker/LLaMA-Adapter/tree/main/llama_adapter_v2_chat65b)! Cheers!!
+- **[2023.04.28]** 🔥🔥 The code and model checkpoint for **LLaMA-Adapter-V2 (65B)** are NOW available [here](https://github.com/ZrrSkywalker/LLaMA-Adapter/tree/main/llama_adapter_v2_chat65b)! Cheers!!
 - **[2023.04.22]** We have released **LLaMA-Adapter V2**, a multi-modal instruction model! Check out our [demos](#demos)!
-- **[2023.04.15]** The **Training Code** for LLaMA-7B can now be found in [alpaca finetune v1](https://github.com/ZrrSkywalker/LLaMA-Adapter/tree/main/alpaca_finetuning_v1). 📌
-- **[2023.03.28]** The [paper](https://arxiv.org/pdf/2303.16199.pdf) is available on arXiv.
+- **[2023.04.15]** The **Training Code** for LLaMA-Adapter (7B) can now be found in [alpaca finetune v1](https://github.com/ZrrSkywalker/LLaMA-Adapter/tree/main/alpaca_finetuning_v1). 📌
+- **[2023.03.28]**  The technical report for LLaMA-Adapter is released at [Preprint](https://arxiv.org/pdf/2303.16199.pdf).
 - **[2023.03.28]** The generation code for LLaMA-Adapter based on 7B LLaMA has been released.
 
 ## <div id="demos">Demos (LLaMA-Adapter V2)</div>
 
-### :tv: YouTube Video
+### -> :tv: YouTube Video
 
 [![YouTube Video](https://raw.githubusercontent.com/ZrrSkywalker/LLaMA-Adapter/main/docs/youtube.png)](https://www.youtube.com/watch?v=GAJyWkkSd8M)
 
 
 
-### Chatbot System
+### -> Chatbot System
 
-![](docs/chat_demo.png)
+<img src="docs/chat_demo.png" width="80%" />
 
-### Visual Instruction Model
+### -> Visual Instruction Model
 
-<img src="docs/multi_model_example_1.png" width="65%" />
-<img src="docs/multi_model_example_2.png" width="65%" />
-<img src="docs/multi_model_example_3.png" width="65%" />
-<img src="docs/multi_model_example_4.png" width="65%" />
+<img src="docs/multi_model_example_1.png" width="60%" />
+<img src="docs/multi_model_example_2.png" width="60%" />
+<img src="docs/multi_model_example_3.png" width="60%" />
+<img src="docs/multi_model_example_4.png" width="60%" />
 
 <!-- | <img src="docs/multi_model_example_1.png" />  | <img src="docs/multi_model_example_2.png" />  |
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