Update README.md

README.md

@@ -51,16 +51,15 @@ the ~50× more expensive ModernBERT.
 ## Intended Usage
 
 **Trained for web prose.** Labels come from FineWeb-Edu documents. On
-substantially different distributions — conversational text, worked solutions,
-structured Q&A — accuracy degrades and the classifiers over-reject. Retraining
-is recommended for such data.
+substantially different distributions, retraining
+is recommended.
 
 **Fixed to the K–5 boundary.** Retargeting to a different grade band requires
 retraining these classifiers.
 
 **Expect whole documents.** The classifiers estimate a document's overall
-grade level and have little to work with in a single sentence. Apply them to
-full documents, not fragments.
+grade level and have little to work with in a single sentence. Application to
+full documents is recommended.
 
 ## Citation