Update README.md

README.md

@@ -31,6 +31,21 @@ contact: deep.p.sarda@gmail.com
 ## Training
   The Discord Messages Dataset simply dwarfs the other datasets, Hence the data sets are repeated.
   This leads to them covering each others issues!
+  
+## Evaluation 
+
+Below is a comparison of Aeona vs. other baselines on the mixed dataset given above using automatic evaluation metrics.
+
+| Model | Perplexity 
+|---|---|---
+| Seq2seq Baseline [3] | 29.8 |
+| Wolf et al. [5] | 16.3 |
+| GPT-2 baseline | 99.5 |
+| DialoGPT baseline | 56.6 | 
+| DialoGPT finetuned | 11.4 | 
+| PersonaGPT | 10.2 |
+| **Aeona** | **7.9** |
+
 ## Usage
 Example:
 ```python