Update README.md

README.md

@@ -34,7 +34,7 @@ We are thrilled to introduce Seed-Coder, a powerful, transparent, and parameter-
   <img width="100%" src="imgs/seed-coder_intro_performance.jpg">
 </p>
 
-This repo contains the **Seed-Coder-8B-Base** model, which has the following features:
+This repo contains the **Seed-Coder-8B-Base** model, with the following features:
 - Type: Causal language models
 - Training Stage: Pretraining
 - Data Source: GitHub data, code-related web data
@@ -112,19 +112,14 @@ print(output[0]["generated_text"])
 
 ## Evaluation
 
-Seed-Coder-8B-Base has been evaluated across a variety of code understanding and generation benchmarks.  
-
-It demonstrates strong capabilities in:
-- Fluent and contextually appropriate code completion.
-- Reasoning about code structure and inferring missing logic.
-- Generalizing across different programming languages, coding styles, and codebases.
+Seed-Coder-8B-Base has been evaluated across a variety of code generation, code completion, and code reasoning benchmarks, achieving state-of-the-art performance among open-source models of similar size.
 
 |            | DeepSeek-Coder-6.7B-Base | OpenCoder-8B-Base | Qwen2.5-Coder-7B | Seed-Coder-8B-Base |
 |------------|:------------------------:|:-----------------:|:----------------:|:------------------:|
 | HumanEval  |           47.6           |        66.5       |       72.0       |        77.4        |
 | MBPP       |           70.2           |        79.9       |       79.4       |        82.0        |
 | MultiPL-E  |           44.7           |        61.0       |       58.8       |        67.6        |
-| CruxEval-O |           41.0           |        43.9       |       56.0       |        48.4        |
+| CRUXEval-O |           41.0           |        43.9       |       56.0       |        48.4        |
 
 For detailed benchmark performance, please refer to our [📑 Technical Report](https://github.com/ByteDance-Seed/Seed-Coder/blob/master/Seed-Coder.pdf).