diff --git a/README_zh.md b/README_zh.md
index 8c80544..fdf5709 100644
--- a/README_zh.md
+++ b/README_zh.md
@@ -1,7 +1,7 @@
 <p align="center">
 <img width="1000px" alt="DeepSeek Coder" src="pictures/logo.jpeg">
 </p>
-<p align="center"><a href="https://www.deepseek.com/">[<img src="pictures/home.png" width="30px">主页]</a> | <a href="https://coder.deepseek.com/">[🤖 在线体验] | <a href="https://huggingface.co/deepseek-ai">[🤗 模型下载]</a> | <a href="README.md">[📄 English Version] </a> </p>
+<p align="center"><a href="https://www.deepseek.com/">[<img src="pictures/home.png" width="20px">主页]</a> | <a href="https://coder.deepseek.com/">[🤖 在线体验] | <a href="https://huggingface.co/deepseek-ai">[🤗 模型下载]</a> | <a href="README.md">[📄 English Version] </a> </p>
 <hr>
 
 
@@ -224,7 +224,7 @@ print(tokenizer.decode(outputs[0]))
 
 #### 1) [HumanEval](https://github.com/deepseek-ai/deepseek-coder/tree/main/Evaluation/HumanEval)
 
-##### Multilingual Base Models
+Multilingual Base Models
 
 | Model               | Size | Python | C++   | Java  | PHP   | TS    | C#    | Bash  | JS    | Avg   |
 | ------------------- | ---- | ------ | ----- | ----- | ----- | ----- | ----- | ----- | ----- | ----- |
@@ -232,15 +232,15 @@ print(tokenizer.decode(outputs[0]))
 | CodeShell           | 7B   | 35.4%  | 32.9% | 34.2% | 31.7% | 30.2% | 38.0% | 7.0%  | 33.5% | 30.4% |
 | CodeGeeX2           | 6B   | 36.0%  | 29.2% | 25.9% | 23.6% | 20.8% | 29.7% | 6.3%  | 24.8% | 24.5% |
 | StarCoderBase       | 16B  | 31.7%  | 31.1% | 28.5% | 25.4% | 34.0% | 34.8% | 8.9%  | 29.8% | 28.0% |
-| CodeLLama (7B)      | 7B   | 31.7%  | 29.8% | 34.2% | 23.6% | 36.5% | 36.7% | 12.0% | 29.2% | 29.2% |
-| CodeLLama (13B)     | 13B  | 36.0%  | 37.9% | 38.0% | 34.2% | 45.2% | 43.0% | 16.5% | 32.3% | 35.4% |
-| CodeLLama (34B)     | 34B  | 48.2%  | 44.7% | 44.9% | 41.0% | 42.1% | 48.7% | 15.8% | 42.2% | 41.0% |
+| CodeLLama     | 7B   | 31.7%  | 29.8% | 34.2% | 23.6% | 36.5% | 36.7% | 12.0% | 29.2% | 29.2% |
+| CodeLLama     | 13B  | 36.0%  | 37.9% | 38.0% | 34.2% | 45.2% | 43.0% | 16.5% | 32.3% | 35.4% |
+| CodeLLama     | 34B  | 48.2%  | 44.7% | 44.9% | 41.0% | 42.1% | 48.7% | 15.8% | 42.2% | 41.0% |
 |                     |      |        |       |       |       |       |       |       |       |       |
-| OraCoder-Base (1B)  | 1B   | 34.8%  | 31.1% | 32.3% | 24.2% | 28.9% | 36.7% | 10.1% | 28.6% | 28.3% |
-| OraCoder-Base (7B)  | 7B   | 49.4%  | 50.3% | 43.0% | 38.5% | 49.7% | 50.0% | 28.5% | 48.4% | 44.7% |
-| OraCoder-Base (33B) | 33B  | -      | -     | -     | -     | -     | -     | -     | -     | -     |
+| DeepSeek-Coder-Base  | 1B   | 34.8%  | 31.1% | 32.3% | 24.2% | 28.9% | 36.7% | 10.1% | 28.6% | 28.3% |
+| DeepSeek-Coder-Base | 7B   | 49.4%  | 50.3% | 43.0% | 38.5% | 49.7% | 50.0% | 28.5% | 48.4% | 44.7% |
+| DeepSeek-Coder-Base | 33B  | -      | -     | -     | -     | -     | -     | -     | -     | -     |
 
-##### Instruction-Tuned Models
+Instruction-Tuned Models
 | Model               | Size | Python | C++   | Java  | PHP   | TS    | C#    | Bash  | JS    | Avg   |
 | ------------------- | ---- | ------ | ----- | ----- | ----- | ----- | ----- | ----- | ----- | ----- |
 | ChatGPT             | -    | 70.7%  | 50.3% | 54.5% | 52.2% | 62.3% | 64.6% | 34.8% | 60.9% | 52.2% |
@@ -248,15 +248,15 @@ print(tokenizer.decode(outputs[0]))
 | WizardCoder         | 16B  | 51.8%  | 41.6% | 41.1% | 42.2% | 44.7% | 46.8% | 12.7% | 42.8% | 40.5% |
 | Phind-CodeLlama     | 34B  | -      | -     | -     | -     | -     | -     | -     | -     | -     |
 |                     |      |        |       |       |       |       |       |       |       |       |
-| OraCoder-Chat (1B)  | 1B   | -      | -     | -     | -     | -     | -     | -     | -     | -     |
-| OraCoder-Chat (7B)  | 7B   | -      | -     | -     | -     | -     | -     | -     | -     | -     |
-| OraCoder-Chat (33B) | 33B  | -      | -     | -     | -     | -     | -     | -     | -     | -     |
+| DeepSeek-Coder-Instruct | 1B   | -      | -     | -     | -     | -     | -     | -     | -     | -     |
+| DeepSeek-Coder-Instruct | 7B   | -      | -     | -     | -     | -     | -     | -     | -     | -     |
+| DeepSeek-Coder-Instruct | 33B  | -      | -     | -     | -     | -     | -     | -     | -     | -     |
 
 
 
 #### 2) [Math Reasoning](https://github.com/deepseek-ai/deepseek-coder/tree/main/Evaluation/PAL-Math)
 
-##### Multilingual Base Models
+Multilingual Base Models
 
 | Model          | Size | GSM8k | MATH  | GSM-Hard | SVAMP | TabMWP | ASDiv | MAWPS | Avg   |
 | -------------- | ---- | ----- | ----- | -------- | ----- | ------ | ----- | ----- | ----- |
@@ -267,20 +267,20 @@ print(tokenizer.decode(outputs[0]))
 | CodeLLama-Base | 13B  | 44.2% | 15.5% | 42.4%    | 65.6% | 61.6%  | 65.3% | 85.3% | 54.3% |
 | CodeLLama-Base | 34B  | 58.2% | 22.1% | 55.2%    | 77.2% | 69.6%  | 70.0% | 92.8% | 63.6% |
 |                |      |       |       |          |       |        |       |       |       |
-| OraCoder-Base  | 1B   | 17.0% | 13.4% | 13.3%    | 39.2% | 42.4%  | 44.8% | 66.0% | 33.7% |
-| OraCoder-Base  | 7B   | 46.0% | 20.6% | 40.0%    | 67.2% | 71.2%  | 67.1% | 89.1% | 57.3% |
-| OraCoder-Base  | 33B  | -     | -     | -        | -     | -      | -     | -     | -     |
+| DeepSeek-Coder-Base  | 1B   | 17.0% | 13.4% | 13.3%    | 39.2% | 42.4%  | 44.8% | 66.0% | 33.7% |
+| DeepSeek-Coder-Base  | 7B   | 46.0% | 20.6% | 40.0%    | 67.2% | 71.2%  | 67.1% | 89.1% | 57.3% |
+| DeepSeek-Coder-Base  | 33B  | -     | -     | -        | -     | -      | -     | -     | -     |
 
 
-##### Instruction-Tuned Models
+Instruction-Tuned Models
 | Model         | Size | GSM8k | MATH  | GSM-Hard | SVAMP | TabMWP | ASDiv | MAWPS | Avg   |
 | ------------- | ---- | ----- | ----- | -------- | ----- | ------ | ----- | ----- | ----- |
 | ChatGPT       | -    | 78.6% | 38.7% | 67.6%    | 77.8% | 79.9%  | 81.0% | 89.4% | 73.3% |
 | GPT-4         | -    | 94.2% | 51.8% | 77.6%    | 94.8% | 95.9%  | 92.6% | 97.7% | 86.4% |
 |               |      |       |       |          |       |        |       |       |       |
-| OraCoder-Chat | 1B   | -     | -     | -        | -     | -      | -     | -     | -     |
-| OraCoder-Chat | 7B   | -     | -     | -        | -     | -      | -     | -     | -     |
-| OraCoder-Chat | 33B  | -     | -     | -        | -     | -      | -     | -     | -     |
+| DeepSeek-Coder-Instruct | 1B   | -     | -     | -        | -     | -      | -     | -     | -     |
+| DeepSeek-Coder-Instruct | 7B   | -     | -     | -        | -     | -      | -     | -     | -     |
+| DeepSeek-Coder-Instruct | 33B  | -     | -     | -        | -     | -      | -     | -     | -     |
 
 ### 6. 协议