Update README.md

README.md

@@ -90,13 +90,13 @@ Model release and download links are provided in the table below:
 
 | Model Name | HuggingFace Download Links | ModelScope Download Links |
 |------------|----------------------------|---------------------------|
-| ⚾Orion-MOE8x7B-Base | [Orion-MOE8x7B-Base](https://huggingface.co/OrionStarAI/Orion-MOE8x7B-Base) | [Orion-MOE8x7B-Base](https://modelscope.cn/models/OrionStarAI/Orion-MOE8x7B-Base/summary) |
+| ⚾Orion-MOE8x7B | [Orion-MOE8x7B](https://huggingface.co/OrionStarAI/Orion-MOE8x7B-Base) | [Orion-MOE8x7B](https://modelscope.cn/models/OrionStarAI/Orion-MOE8x7B-Base/summary) |
 
 
 <a name="model-benchmark"></a><br>
 # 3. Model Benchmarks
 
-## 3.1. Base Model Orion-MOE8x7B-Base Benchmarks
+## 3.1. Orion-MOE8x7B Benchmarks
 ### 3.1.1. LLM evaluation results on examination and professional knowledge
 
 <style>
@@ -220,7 +220,7 @@ device, you can use something like `export CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7`
 
 ```shell
 
-# base model
+# foundation model
 CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 python demo/text_generation_base.py --model OrionStarAI/Orion-MOE8x7B-Base --tokenizer OrionStarAI/Orion-MOE8x7B-Base --prompt hello
 
 ```