Update README.md

README.md

@@ -1,3 +1,23 @@
 ---
 license: cc-by-4.0
 ---
+
+This model judges if a given output is sufficient to recreate a given instruction.  
+
+It's useful for filtering data to train a reverse instruct model.  It could also have applications around determining if an output/instruction pair is linked, or around quality filtering data (data where the instruction can be recreated from the output might be higher quality).
+
+The model is a binary classifier trained on top of Python 160m with 50k examples for 1 epoch.  The final validation loss is TBD.
+
+To use it, pass in this prompt format:
+
+```
+Output
+
+{output}
+
+Instruction
+
+{instruction}
+```
+
+Output should be the output from a model, and instruction should be the instruction that generated the output.  The model will return a 0-1 score indicating how effectively the instruction can be recreated.