Update README.md

README.md

@@ -11,6 +11,8 @@ metrics:
 widget:
 - text: "1820 [DATE] We received a letter from [MASK] Majesty."
 - text: "1850 [DATE] We received a letter from [MASK] Majesty."
+- text: "[MASK] [DATE] The Franco-Prussian war is a matter of great concern."
+- text: "[MASK] [DATE] The Second Schleswig war is a matter of great concern."
 
 ---
 <img src="https://upload.wikimedia.org/wikipedia/commons/5/5b/NCI_peas_in_pod.jpg" alt="erwt" width="200" >
@@ -40,9 +42,9 @@ For example, we would format a snippet of text taken from the [Londonderry Senti
 
 
 
-## Intended uses & limitations
+## Intended uses 
 
-Exposing the model to temporal metadata allows us to investigate **language change** and perform **date prediction**.
+Exposing the model to temporal metadata allows us to investigate **historical language change** and perform **date prediction**.
 
 ### Language Change 👑
 
@@ -50,5 +52,11 @@ Also in the nineteenth-century Britain had Queen on the throne for a very long t
 
 ### Date Prediction
 
+## Limitations
+
+ERWT models were trained for evaluation purposes, and cary critical limitations. First of all, as explained in more detail below, this model is trained on a rather small subsample of British newspapers, with a strong Metropolitan and liberal bias. 
+
+Secondly, we only trained for one epoch, which suggests. For the evaluation purposes we were interested in the relative performance of our models.
+
 ## Data Description