Update README.md

README.md

@@ -8,16 +8,13 @@ datasets:
 metrics:
 - perplexity
 ---
-## Paper 
-
-arxiv.org/abs/2406.07524 
 
 ## Using MDLM
 To use the pre-trained model for masked language modeling, use the following snippet:
 ```python
 from transformers import AutoModelForMaskedLM, AutoTokenizer
 
-# See the `Caduceus` collection page on the hub for list of available models.
+# See the `MDLM` collection page on the hub for list of available models.
 tokenizer = transformers.AutoTokenizer.from_pretrained('gpt2')
 model_name = 'kuleshov-group/mdlm-owt'
 model = AutoModelForMaskedLM.from_pretrained(model_name)