Update README.md

README.md

@@ -18,11 +18,11 @@ Seed-Coder-8B-Instruct is an 8-billion-parameter model instruction-tuned specifi
 </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
 You will need to install the latest versions of `transformers` and `accelerate`:
@@ -68,7 +68,7 @@ Seed-Coder-8B-Instruct demonstrates strong performance across a variety of codin
 - Robustness across different programming languages and domains.
 - Ability to understand, reason, and repair complex code snippets.
 
-|             Model             | HumanEval | MBPP | MHPP | BigCodeBench (Full) | BigCodeBench (Hard) | LiveCodeBench (2410-2502) |
+|             Model             | HumanEval | MBPP | MHPP | BigCodeBench (Full) | BigCodeBench (Hard) | LiveCodeBench (2410 – 2502) |
 |:-----------------------------:|:---------:|:----:|:----:|:-------------------:|:-------------------:|:-------------------------:|
 |     CodeLlama-7B-Instruct     |    40.9   | 54.0 |  6.7 |         21.9        |         3.4         |            3.6            |
 |  DeepSeek-Coder-6.7B-Instruct |    74.4   | 74.9 | 20.0 |         35.5        |         10.1        |            9.6            |
@@ -81,7 +81,7 @@ Seed-Coder-8B-Instruct demonstrates strong performance across a variety of codin
 | Seed-Coder-8B-Instruct        |    84.8   | 85.2 | 36.2 |         53.3        |         20.5        |            24.7           |
 
 
-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