Update README.md

README.md

@@ -76,7 +76,7 @@ a math instruction tuning dataset with 1.8M problem-solution pairs generated usi
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-The pipeline we used to produce these models is fully open-sourced under a commercially permissive license.
+The pipeline we used to produce these models is fully open-sourced!
 
 - [Code](https://github.com/Kipok/NeMo-Skills)
 - [Models](https://huggingface.co/collections/nvidia/openmath-65c5619de2ba059be0775014)
@@ -86,30 +86,31 @@ The pipeline we used to produce these models is fully open-sourced under a comme
 
 Try to [run inference with our models](https://github.com/Kipok/NeMo-Skills/blob/main/docs/inference.md) with just a few commands!
 
+## Reproducing our results
+
 We provide [all instructions](https://github.com/Kipok/NeMo-Skills/blob/main/docs/reproducing-results.md) to fully reproduce our results.
 
-If you want to improve your own models or to learn more about our pipeline, read through the relevant docs below.
+## Improving your own models
 
-- [Model evaluation](https://github.com/Kipok/NeMo-Skills/blob/main/docs/evaluation.md)
-- [Generating synthetic data](https://github.com/Kipok/NeMo-Skills/blob/main/docs/synthetic-data-generation.md)
-- [Finetuning models](https://github.com/Kipok/NeMo-Skills/blob/main/docs/finetuning.md)
+If you want to improve your own models or to learn more about our pipeline, read through the relevant docs below.
 
-## Training
+- [NeMo-Skills Pipeline](https://github.com/Kipok/NeMo-Skills)
+    - [Generating synthetic data](https://github.com/Kipok/NeMo-Skills/blob/main/docs/synthetic-data-generation.md)
+    - [Finetuning models](https://github.com/Kipok/NeMo-Skills/blob/main/docs/finetuning.md)
+    - [Evaluating models](https://github.com/Kipok/NeMo-Skills/blob/main/docs/evaluation.md)
 
-This model is trained with [NVIDIA NeMo](https://www.nvidia.com/en-us/ai-data-science/generative-ai/nemo-framework/),
+In our pipeline we use [NVIDIA NeMo](https://www.nvidia.com/en-us/ai-data-science/generative-ai/nemo-framework/),
 an end-to-end, cloud-native framework to build, customize, and deploy generative AI models anywhere.
 It includes training and inferencing frameworks, guardrailing toolkits, data curation tools, and pretrained models,
 offering enterprises an easy, cost-effective, and fast way to adopt generative AI.
 
-Please see [NeMo-Skills Github repo](https://github.com/Kipok/NeMo-Skills) for training details.
-
 ## Contact
 
 E-Mail Igor Gitman at [email protected]
 
 ## Citation
 
-If you find this model useful, please cite the following works
+If you find our work useful, please consider citing us!
 
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