Update README.md

README.md

@@ -19,11 +19,11 @@ Seed-Coder-8B-Base serves as the foundation for Seed-Coder-8B-Instruct and Seed-
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 ## 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 complex reasoning capabilities.  |
 
 
 ## Requirements
@@ -100,7 +100,7 @@ It demonstrates strong capabilities in:
 | MultiPL-E  |           44.7           |        61.0       |       58.8       |        67.6        |
 | CruxEval-O |           41.0           |        43.9       |       56.0       |        48.4        |
 
-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).
 
 <!-- ## Citation