Update README.md

README.md

@@ -6,4 +6,21 @@ datasets:
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 This is openchat/openchat-3.5-0106, tuned with DPO on a tiny subset Nectar. Only 200 steps, so nowhere close to a full epoch.
 
-Careful attention was paid to make sure the chat template was followed properly.
+Careful attention was paid to make sure the chat template was followed properly.
+
+Summary of versions:
+
+**[openchat-nectar-0.1](https://huggingface.co/andysalerno/openchat-nectar-0.1)**
+- 200 steps, no filtering on Nectar dataset, 5e-5 learning rate
+  
+**[openchat-nectar-0.2](https://huggingface.co/andysalerno/openchat-nectar-0.2)**
+- empty repo, failed training. ignore it
+  
+**[openchat-nectar-0.3](https://huggingface.co/andysalerno/openchat-nectar-0.3)**
+- 500 steps, no filtering on Nectar dataset, 5e-5 learning rate (same as 1 but with more steps)
+  
+**[openchat-nectar-0.4](https://huggingface.co/andysalerno/openchat-nectar-0.4)**
+- 500 steps, filtered dataset to only include multi-chat-turn examples, used 4th ranking response as the "rejected" instead of 3rd, filtered out "good_natured=False", 5e-5 learning rate
+
+**[openchat-nectar-0.5](https://huggingface.co/andysalerno/openchat-nectar-0.5)**
+- 5000 steps (over a full epoch), filtered dataset to only include multi-chat-turn examples, used 4th ranking response as the "rejected" instead of 3rd, filtered out "good_natured=False", 5e-6 learning rate. Same as 0.4 but with 10x the steps, and 1/10th the learning rate