Update README.md

README.md

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 Model currently under training. Official publish will be on (DD/MM/YYYY) 23/02/2025.  
 SaplingDream is a 0.5B parameter small GPT based on [Qwen/Qwen2.5-0.5B-Instruct](https://huggingface.co/Qwen/Qwen2.5-0.5B-Instruct) finetuned on reasoning datasets with very high caution to ensure a high-quality sapling model—hence "SaplingDream".  
-The base model is finetuned using SGD to ensure better generalisation, in combination with the lr scheduler with a starting lr of 1e-4. Better safe than sorry, we hope the model picks up on not only the tokens but also on how to actually reason through a problem.  
+The base model is finetuned using SGD to ensure better generalisation, in combination with the lr scheduler "Polynomial" with a starting lr of 1e-4. Better safe than sorry, we hope the model picks up on not only the tokens but also on how to actually reason through a problem.  
 We're using [open-thoughts/OpenThoughts-114k](https://huggingface.co/datasets/open-thoughts/OpenThoughts-114k) and [prithivMLmods/Deepthink-Reasoning-Ins](https://huggingface.co/datasets/prithivMLmods/Deepthink-Reasoning-Ins) for training through an entire epoch.