Update README.md

README.md

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 ## Model Overview
 
-OnlySportsLM is a 196 million parameter language model specifically designed and trained for sports-related natural language processing tasks. It is part of the larger OnlySports collection, which aims to advance domain-specific language modeling in the sports domain.
+OnlySportsLM is a 196M language model specifically designed and trained for sports-related natural language processing tasks. It is part of the larger OnlySports collection, which aims to advance domain-specific language modeling in sports.
 
 ## Model Architecture
 
@@ -22,9 +22,9 @@ OnlySportsLM is a 196 million parameter language model specifically designed and
 
 ## Training
 
-- Dataset: OnlySports Dataset (subset of 315B tokens out of 600B total)
+- Dataset: [OnlySports Dataset](https://huggingface.co/datasets/Chrisneverdie/OnlySports_Dataset) (subset of 315B tokens out of 600B total)
 - Training setup: 8 H100 GPUs
-- Optimizer: AdamW with weight decay of 0.1
+- Optimizer: AdamW
 - Learning rate: Initially 6e-4, adjusted to 1e-4 due to observed loss spikes
 - Context length: 1024 tokens