Update README.md

README.md

@@ -18,11 +18,11 @@ Built upon the strong base of Seed-Coder, it undergoes additional training in sa
 </p>
 
 ## Model Downloads
-| Model Name                  | Type     | Length | Download   |
-|---------------------------------------------------------|----------|--------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| Seed-Coder-8B-Base          | base     | 32k    | 🤗 [Hugging Face](https://huggingface.co/ByteDance-Seed/Seed-Coder-8B-Base)                                       |
-| Seed-Coder-8B-Instruct          | instruct     | 32k    | 🤗 [Hugging Face](https://huggingface.co/ByteDance-Seed/Seed-Coder-8B-Instruct)                                       | 
-| **👉Seed-Coder-8B-Reasoning**          | reasoning     | 32k    | 🤗 [Hugging Face](https://huggingface.co/ByteDance-Seed/Seed-Coder-8B-Reasoning)                                       | 
+| Model Name                  | Type     | Length | Download   |    Notes |
+|---------------------------------------------------------|----------|--------|------------------------------------|-----------------------|
+| Seed-Coder-8B-Base           | base     | 32K    | 🤗 [Model](https://huggingface.co/ByteDance-Seed/Seed-Coder-8B-Base)   |  Pretrained on our model-centric code data.  |
+| Seed-Coder-8B-Instruct             | instruct  | 32K    | 🤗 [Model](https://huggingface.co/ByteDance-Seed/Seed-Coder-8B-Instruct)   |  SFT trained to better follow user prompts.  |
+| 👉 **Seed-Coder-8B-Reasoning**            | reasoning | 32K    | 🤗 [Model](https://huggingface.co/ByteDance-Seed/Seed-Coder-8B-Reasoning)   |  RL trained to boost reasoning capabilities.  |
 
 
 ## Requirements
@@ -146,4 +146,4 @@ Seed-Coder-8B-Reasoning has been evaluated extensively on reasoning-intensive co
 </table>
 
 
-For detailed benchmark results, please refer to our [📑 paper](https://github.com/ByteDance-Seed/Seed-Coder/blob/master/Seed-Coder.pdf).
+For detailed benchmark performance, please refer to our [📑 technical report](https://github.com/ByteDance-Seed/Seed-Coder/blob/master/Seed-Coder.pdf).