Update ReadME

README.md

@@ -1,12 +1,9 @@
 # Logion: Machine Learning for Greek Philology
 
-The most advanced Ancient Greek BERT model trained to date! Read the paper on [arxiv](https://arxiv.org/abs/2305.01099) by Charlie Cowen-Breen, Creston Brooks, Johannes Haubold, and Barbara Graziosi. 
+BERT model trained on largest set of Ancient Greek texts to-date.
+Read the ALP paper on [here](https://aclanthology.org/2023.alp-1.20/).
 
-We train a WordPiece tokenizer (with a vocab size of 50,000) on a corpus of over 70 million words of premodern Greek. Using this tokenizer and the same corpus, we train a BERT model. 
-
-Further information on this project and code for error detection can be found on [GitHub](https://github.com/charliecb/Logion).
-
-We're adding more models trained with cleaner data and different tokenizations - keep an eye out! 
+Trained using WordPiece tokenizer (vocab size of 50,000) on a corpus of 70+ million words in pre-modern Greek.
 
 ## How to use
 
@@ -21,8 +18,8 @@ Load the model and tokenizer directly from the HuggingFace Model Hub:
 
 ```python
 from transformers import BertTokenizer, BertForMaskedLM
-tokenizer = BertTokenizer.from_pretrained("cabrooks/LOGION-50k_wordpiece")
-model = BertForMaskedLM.from_pretrained("cabrooks/LOGION-50k_wordpiece")  
+tokenizer = BertTokenizer.from_pretrained("princeton-logion/LOGION-50k_wordpiece")
+model = BertForMaskedLM.from_pretrained("princeton-logion/LOGION-50k_wordpiece")  
 ```
 
 
@@ -31,12 +28,15 @@ model = BertForMaskedLM.from_pretrained("cabrooks/LOGION-50k_wordpiece")
 If you use this model in your research, please cite the paper:
 
 ```
-@misc{logion-base,
-      title={Logion: Machine Learning for Greek Philology}, 
-      author={Cowen-Breen, C. and Brooks, C. and Haubold, J. and Graziosi, B.},
-      year={2023},
-      eprint={2305.01099},
-      archivePrefix={arXiv},
-      primaryClass={cs.CL}
+@inproceedings{cowen-breen-etal-2023-logion,
+    title = "Logion: Machine-Learning Based Detection and Correction of Textual Errors in {G}reek Philology",
+    author = "Cowen-Breen, Charlie  and
+      Brooks, Creston  and
+      Graziosi, Barbara  and
+      Haubold, Johannes",
+    booktitle = "Proceedings of the Ancient Language Processing Workshop",
+    year = "2023",
+    url = "https://aclanthology.org/2023.alp-1.20",
+    pages = "170--178",
 }
 ```