Update README

README.md

@@ -7,24 +7,33 @@ tags:
 
 # OpenChat: Less is More for Open-source Models
 
-OpenChat is a series of open-source language models fine-tuned on very little diverse and high-quality multi-round conversations. The [dataset](https://huggingface.co/datasets/openchat/openchat_sharegpt4_dataset) contains only ~6K GPT-4 conversations filtered from the 90K ShareGPT conversations.
+OpenChat is a series of open-source language models fine-tuned on a diverse and high-quality dataset of multi-round conversations. With only ~6K GPT-4 conversations filtered from the ~90K ShareGPT conversations, OpenChat is designed to achieve high performance with limited data.
 
-Generic models:
+**Generic models:**
 
  - OpenChat: based on LLaMA-13B (2048 context length)
-   - **105.7%** of ChatGPT score on Vicuna GPT-4 evaluation
-   - **80.87%** Win-rate on AlpacaEval
-   - **🚀 Only used 6K data for finetuning!!!**
+   - **🚀 105.7%** of ChatGPT score on Vicuna GPT-4 evaluation
+   - **🔥 80.9%** Win-rate on AlpacaEval
+   - **🤗 Only used 6K data for finetuning!!!**
  - OpenChat-8192: based on LLaMA-13B  (extended to 8192 context length)
    - **106.6%** of ChatGPT score on Vicuna GPT-4 evaluation
+   - **79.5%** of ChatGPT score on Vicuna GPT-4 evaluation
 
-Code models:
+**Code models:**
 
  - OpenCoderPlus: based on StarCoderPlus (native 8192 context length)
    - **102.5%** of ChatGPT score on Vicuna GPT-4 evaluation
-   - **78.70%** Win-rate on AlpacaEval
+   - **78.7%** Win-rate on AlpacaEval
 
-**NOTE:** Please load the pretrained models using *bfloat16*
+*Note:* Please load the pretrained models using *bfloat16*
+
+## Code and Inference Server
+
+We provide the full source code, including an inference server compatible with the "ChatCompletions" API, in the [OpenChat](https://github.com/imoneoi/openchat) GitHub repository.
+
+## Web UI
+
+OpenChat also includes a web UI for a better user experience. See the GitHub repository for instructions.
 
 ## Conversation Template