Update README.md

README.md

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 # Lovelace Medium Alpha1
 
-550M parameter Transformer-XL style model trained on 100B tokens of The Pile!
+551M parameter Transformer-XL style model trained on 100B tokens of The Pile!
 
 This model was originally trained for the "Direct Prefrence Heads" paper, but will also be used as the basis for much of my future research.
-All code used to train and run these models is available here: https://github.com/Avelina9X/direct-preference-heads
+All code used to train and run these models is available here: https://github.com/Avelina9X/direct-preference-heads and our paper is available here: https://arxiv.org/abs/2405.20053
 
 ## Model Architecture
 | Name | Value |