Update README.md

README.md

@@ -38,7 +38,7 @@ This model is a fine-tuned version of [deepseek-ai/deepseek-math-7b-base](https:
 
 ## Model description
 
-- **Model type:** A 7B parameter Math model fine-tuned in two stages on Math Question answers and multi-step synthetic generations using tool integrated reasoning.
+- **Model type:** A 7B parameter Math model fine-tuned in two stages of training, first on a dataset with 863k math question answer pairs and then on a dataset with 73k examples of multi-step synthetic generations using tool integrated reasoning.
 - **Language(s) (NLP):** Primarily English
 - **License:** MIT
 - **Finetuned from model:** [deepseek-ai/deepseek-math-7b-base](https://huggingface.co/deepseek-ai/deepseek-math-7b-base)
@@ -86,7 +86,7 @@ exec(python_code)
 ## Bias, Risks, and Limitations
 
 <!-- This section is meant to convey both technical and sociotechnical limitations. -->
-Numina-Math-7B was create to solve math problems, the model has not been align to preferences beyond the domain of solving math, and should not be used in a general chat setting.
+Numina-Math-7B was created to solve math problems, the model has not been aligned to preferences beyond the domain of solving math, and should not be used in a general chat setting.
 
 
 ## Training procedure
@@ -126,7 +126,7 @@ The following hyperparameters were used during training:
 
 ## Citation
 
-If you find Numina-Math is useful in your work, please cite it with:
+If you find Numina-Math useful in your work, please cite it with:
 
 ```
 @misc{beeching2024numina-math,