Update README.md

README.md

@@ -19,16 +19,16 @@ This model is part of a series of models trained for the ML4AL paper “Gotta ca
 
 ### Model Sources
 
-- **Repository:** [https://github.com/NER-AncientLanguages/NERAncientGreekML4AL] (for data and training scripts)
-- **Paper:** [https://aclanthology.org/2024.ml4al-1.16/]
+- **Repository:** [https://github.com/NER-AncientLanguages/NERAncientGreekML4AL.git] (for data and training scripts)
+- **Paper:** [https://aclanthology.org/2024.ml4al-1.16]
 
 ## Training Details
 
 ### Training Data
 
-**Repository:** [https://github.com/NER-AncientLanguages/NERAncientGreekML4AL] (for data and training scripts). \
+**Repository:** [https://github.com/NER-AncientLanguages/NERAncientGreekML4AL.git] (for data and training scripts). \
 We thank the following projects for providing the training data: \
-Digital Periegesis: [https://www.periegesis.org/en ] \
+Digital Periegesis: [https://www.periegesis.org/en] \
 Josh Kemp, annotated Odessey: [https://medium.com/pelagios/beyond-translation-building-better-greek-scholars-561ab331a1bc] \
 the Stepbible project: [https://github.com/STEPBible/STEPBible-Data] \
 Perseus Digital Library, Deipnosophistae: [urn:cts:greekLit:tlg0008.tlg001.perseus-grc4] \
@@ -43,10 +43,10 @@ Learning Rate: Sampled uniformly between 1e-6 and 1e-4 \
 Weight Decay: One of [0.1, 0.01, 0.001] \
 Number of Training Epochs: One of [3, 4, 5, 6] \
 
-For the final training of this model, the hyperparameters were:
-Learning Rate: 9.889410158465026e-05
-Weight Decay: 0.1
-Number of Training Epochs: 5
+For the final training of this model, the hyperparameters were: \
+Learning Rate: 9.889410158465026e-05 \
+Weight Decay: 0.1 \
+Number of Training Epochs: 5 \