Update README.md

README.md

@@ -28,9 +28,7 @@ This model is a fine-tuned version of TODO on [ReBatch/ultrafeedback_nl](https:/
 
 ## Model description
 
-This model is a Dutch chat model, originally developed from Mistral 7B v0.3 Instruct and further finetuned with QLoRA. First with SFT on a chat dataset and then with a DPO on a feedback Chat dataset.
-
-
+This model is a Dutch chat model, originally developed from Mistral 7B v0.3 Instruct and further fine-tuned with QLoRA. It was first fine-tuned with SFT on a chat dataset and then with DPO on a feedback chat dataset.
 ## Intended uses & limitations
 
 This model could still generate wrong, misleading, and potentially even offensive content. Use at your own risk. 
@@ -39,11 +37,11 @@ Use with Mistral's chat template (can be found in the tokenizer).
 ## Training procedure
 
 
-This model was trained with QLoRa in bfloat16 with flash attention 2 on oen A100 PCIe; with the DPO script from the [alignment handbook](https://github.com/huggingface/alignment-handbook/) on [RunPod](https://www.runpod.io/).
+This model was trained with QLoRa in bfloat16 with Flash Attention 2 on one A100 PCIe, using the DPO script from the [alignment handbook](https://github.com/huggingface/alignment-handbook/) on [RunPod](https://www.runpod.io/).
 
 ## Evaluation results
 
-The model was evaluated using [scandeval](https://scandeval.com/dutch-nlg/). There are improvements in 4/7 benchmarks compared to the Mistral-7B-v0.3-Instruct model it was based on.
+The model was evaluated using [scandeval](https://scandeval.com/dutch-nlg/). There are improvements in 4 out of 7 benchmarks compared to the Mistral-7B-v0.3-Instruct model on which it is based.
 
 | Model| conll_nl | dutch_social | scala_nl | squad_nl | wiki_lingua_nl | mmlu_nl | hellaswag_nl |
 |:-------------:|:-----:|:----:|:---------------:|:--------------:|:----------------:|:------------------:|:---------------:
@@ -77,5 +75,5 @@ The following hyperparameters were used during training:
 
 ## Model Developer
 
-The Mistral-7B-v0.3-Instruct model this model is based on is created by [Mistral AI](https://huggingface.co/mistralai).
-The finetuning was done by [Julien Van den Avenne](https://huggingface.co/vandeju)
+The Mistral-7B-v0.3-Instruct model, on which this model is based, was created by [Mistral AI](https://huggingface.co/mistralai).
+The finetuning was done by [Julien Van den Avenne](https://huggingface.co/vandeju).