Add evaluation and improve wording

README.md

@@ -104,7 +104,7 @@ We introduce StarCoder2-15B-Instruct-v0.1, the very first entirely self-aligned
 
 ### Intended use
 
-The model is exclusively trained with 50k **singe-turn** instruction-response pairs focused on **code generation**. It is supposed to answer **implementation-related instructions**. Instructions in other formats may result in unexpected outcomes. In such cases, we recommend providing a **response prefix** or a **one-shot example** to guide the model.
+The model is designed to respond to **coding-related instructions** in a single turn. Instructions in other styles may result in less accurate responses
 
 Here is an example to get started with the model using the [transformers](https://huggingface.co/docs/transformers/index) library:
 
@@ -169,9 +169,15 @@ def sum_list_of_integers(numbers):
 
 ### Bias, Risks, and Limitations
 
-StarCoder2-15B-Instruct-v0.1 is primarily finetuned for Python code generation tasks that can be verified through execution, which may lead to biases and limitations. For example, the model may not accurately follow instructions that constrains the output format and may have limitations in its performance with other programming languages and out-of-domain coding problems. In such cases, we recommend providing a response prefix or a one-shot example to guide the model.
+StarCoder2-15B-Instruct-v0.1 is primarily finetuned for Python code generation tasks that can be verified through execution, which may lead to certain biases and limitations. For example, the model might not adhere strictly to instructions that dictate the output format. In these situations, it's beneficial to provide a **response prefix** or a **one-shot example** to steer the model’s output. Additionally, the model may have limitations with other programming languages and out-of-domain coding tasks.
 
-StarCoder2-15B-Instruct-v0.1 also inherits the bias, risks, and limitations from its base StarCoder2-15B model. For more information, please refer to the [StarCoder2-15B model card](https://huggingface.co/bigcode/starcoder2-15b).
+The model also inherits the bias, risks, and limitations from its base StarCoder2-15B model. For more information, please refer to the [StarCoder2-15B model card](https://huggingface.co/bigcode/starcoder2-15b).
+
+## Evaluation on EvalPlus, LiveCodeBench, and DS-1000
+
+![EvalPlus](assets/sc2-instruct-evalplus.png)
+
+![LiveCodeBench and DS-1000](assets/sc2-instruct-lcb-ds.png)
 
 ## Training Details