Update README.md

README.md

@@ -23,15 +23,16 @@ It achieves the following results on the evaluation set:
 
 ## Model description
 
-More information needed
+Binary classifier using facebook/wav2vec2/base for the words "down" and "on".  
 
 ## Intended uses & limitations
 
-More information needed
+This is a demo of binary audio classification that illustrates data layout, training and evaluation using python and slurm. 
 
 ## Training and evaluation data
 
-More information needed
+The data are utterances of "down" and "on" in `superb ks`. See `down_on_copy.py` for the subsetting.  This puts wav files in locations
+like `down_on/data/train/on` and `down_on/data/train/down`
 
 ## Training procedure