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README.md

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 # Maverick (Yurt's Python Code Generation Model)
 
 ## Model description
-This is a code generation model that was fine-tuned on Python code from a multi-language generic code generation model. This model was then pushed to 30% sparsity using Yurt's in-house technology without performance loss - however, in this specific instance, the class representation for the network is still dense. This particular model has 350M trainable parameters.
+This code generation model was fine-tuned on Python code from a generic multi-language code generation model. This model was then pushed to 30% sparsity using Yurts' in-house technology without performance loss. In this specific instance, the class representation for the network is still dense. This particular model has 350M trainable parameters.
 
 ## Training data
 This model was tuned on a subset of the Python data available in the BigQuery open-source [Github dataset](https://cloud.google.com/blog/topics/public-datasets/github-on-bigquery-analyze-all-the-open-source-code).