Update README.md

README.md

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 This model is pretrained as a reference baseline to the Based model provided here: https://huggingface.co/hazyresearch/based-1b-50b. 
 
-Both checkpoints are pretrained on **50Bn tokens*** of the Pile in the exact same data order using next token prediction. 
+Both checkpoints are pretrained on **50Bn tokens** of the Pile in the exact same data order using next token prediction. 
 
 A WandB report for training is here: https://api.wandb.ai/links/hazy-research/ggo9rst2
 
 
 ### Model Sources
 
-The model is a standard Mamba model using the code provided here: https://github.com/state-spaces/mamba/tree/main/mamba_ssm
+The model is a standard Mamba model using the model code provided here: https://github.com/state-spaces/mamba/tree/main/mamba_ssm
 
-The training code is provided here for reproducing training: https://github.com/HazyResearch/based
+The training code is provided here and can be used to reproduce training: https://github.com/HazyResearch/based
 
-The paper for this work is here, and includes additional training details: https://arxiv.org/abs/2402.18668
+The paper for the work is here, and the appendix includes additional experimental details/hyperparameters: https://arxiv.org/abs/2402.18668
 
 
 ### Uses