Update README.md

README.md

@@ -20,21 +20,19 @@ tags:
   <a href="https://arxiv.org/abs/2310.02031">Paper</a> •
   <a href="https://huggingface.co/collections/zjunlp/oceangpt-664cc106358fdd9f09aa5157">Models</a> •
   <a href="http://oceangpt.zjukg.cn/">Web</a> •
-  <a href="#quickstart">Quickstart</a> •
-  <a href="#citation">Citation</a>
 </p>
 </div>
 
-OceanGPT-coder-0.6B is based on Qwen3-0.6B and has been trained on a hybrid synthetic code dataset in `moos` language.
+OceanGPT-coder-0.6B is based on Qwen3-0.6B and has been trained on a hybrid synthetic code dataset in `MOOS` language.
 
-Please note that the models and data in this repository are updated regularly to fix errors. The latest update date will be added to the README for your reference.
+Please note that the models and data in this repository are updated regularly to fix errors. The latest update date will be added to the `README.md` for your reference.
 
 - ❗**We will continue to update.**
 - ❗**Disclaimer: This project is purely an academic exploration rather than a product. Please be aware that due to the inherent limitations of large language models, there may be issues such as hallucinations.**
 
 ## ⏩Quickstart
 
-### Download the model
+### Step 1: Download the model
 
 Download the model: [zjunlp/OceanGPT-coder-0.6B](https://huggingface.co/zjunlp/OceanGPT-coder-0.6B)
 
@@ -49,7 +47,12 @@ or
 huggingface-cli download --resume-download zjunlp/OceanGPT-coder-0.6B --local-dir OceanGPT-coder-0.6B --local-dir-use-symlinks False
 ```
 
-### Inference
+### Step 2: Inference
+
+```bash
+# Recommended to use Python 3.10 or latest version, PyTorch 2.6 or latest version.
+pip install transformers>=4.51.0
+```
 
 ```python
 from transformers import AutoModelForCausalLM, AutoTokenizer