Update README.md

README.md

@@ -28,20 +28,22 @@ Finetuned mT5-Model for German sentence-level text-simplification.
 
 ### Training Data
 
-[DEplain/DEplain-APA-sent](https://huggingface.co/datasets/DEplain/DEplain-APA-sent)
+[DEplain/DEplain-APA-sent](https://huggingface.co/datasets/DEplain/DEplain-APA-sent) \
+Stodden et al. (2023):[arXiv:2305.18939](arXiv:2305.18939)
 
 ### Training Procedure
 
-Parameter-efficient Fine-Tuning with LoRA
+Parameter-efficient Fine-Tuning with LoRA. Vocabulary trimmed to 32.000 most frequent tokend for German.
+
 
 #### Training Hyperparameters
 * Batch Size: 16
 * Epochs: 1
-* Learning Rate: 0,001
+* Learning Rate: 0.001
 * Optimizer: Adafactor
 
 #### LoRA Hyperparameters
 * R: 32
 * Alpha: 64
-* Dropout:
+* Dropout: 0.1
 * Target modules: all linear layers