Update README.md

README.md

@@ -8,7 +8,9 @@ model-index:
   results: []
 ---
 
-# grammar_checkpoints
+# Language Beyond the Source
+
+## Model description
 
 This model is a fine-tuned version of [microsoft/deberta-v3-large](https://huggingface.co/microsoft/deberta-v3-large) on a dataset consisting of 4,620 summaries, 
 scored on an analytic rubric by expert raters. This model predicts the raw score for Language Beyond the Source. The rubric is as follows:
@@ -28,18 +30,15 @@ On set of summaries of sources that were withheld from the training set, the mod
 - Rmse: 0.4220
 - R2: 0.6236
 
-## Model description
-
-More information needed
-
 ## Intended uses & limitations
 
-This model is intended to be used to provide feedback to users of iTELL, a framework for generating intelligent educational texts. More information about iTELL can be found
-here: [![IMAGE ALT TEXT HERE](https://img.youtube.com/vi/YZXVQjSDZtI/0.jpg)](https://www.youtube.com/watch?v=YZXVQjSDZtI) 
+This model is intended to be used to provide feedback to users of iTELL, a framework for generating intelligent educational texts. 
+For more information about iTELL, watch our video here: [![IMAGE ALT TEXT HERE](https://img.youtube.com/vi/YZXVQjSDZtI/0.jpg)](https://www.youtube.com/watch?v=YZXVQjSDZtI) 
 
 ## Training and evaluation data
 
-Seventy summaries in the training set had Language Beyond the Source scores of <1, which is outside of the rubric. These summaries were removed from the training and test sets.
+Seventy summaries in the training set had Language Beyond the Source scores of <1, which is outside of the rubric. 
+These summaries were removed from the training and test sets.
 
 ## Training procedure