Update README.md

README.md

@@ -268,43 +268,46 @@ Largest cluster size:     15
 ![image](https://cdn-uploads.huggingface.co/production/uploads/667da868d653c0b02d6a2399/cWmq905lpkU_iA38nqXZL.png)
 
 ### On contextual generated examples:
-using `model_context_eval.ipynb`:
+using `model_context_eval.ipynb` as 4 nAChR-a4b2 partial agonists as inputs:
 
 **Generated 50 examples from input as context:**
 ```
+=== Summary ===
 Total generated: 200
 Overall validity rate: 100.00%
 
 Input: O=C(C[C@@H]1N([C@@H](CCC1)C[C@@H](C2=CC=CC=C2)O)C)C3=CC=CC=C3
   Validity: 100.00%
-  Avg Similarity: 0.626
+  Avg Similarity: 0.620
   Lipinski Pass Rate: 38.00%
 
 Input: O=C2N(C)[C@H](c1cnccc1)CC2
   Validity: 100.00%
-  Avg Similarity: 0.418
-  Lipinski Pass Rate: 94.00%
+  Avg Similarity: 0.399
+  Lipinski Pass Rate: 84.00%
 
 Input: O=C1/C=C\C=C2/N1C[C@@H]3CNC[C@H]2C3
   Validity: 100.00%
-  Avg Similarity: 0.598
+  Avg Similarity: 0.613
   Lipinski Pass Rate: 98.00%
 
 Input: n1c2cc3c(cc2ncc1)[C@@H]4CNC[C@H]3C4
   Validity: 100.00%
-  Avg Similarity: 0.475
-  Lipinski Pass Rate: 96.00%
+  Avg Similarity: 0.501
+  Lipinski Pass Rate: 100.00%
 ```
 
 Example outputs:
 
-![image](https://cdn-uploads.huggingface.co/production/uploads/667da868d653c0b02d6a2399/AD_QOejpE1E1PVW2OccEo.png)
+![image](https://cdn-uploads.huggingface.co/production/uploads/667da868d653c0b02d6a2399/XXn-UqBoH4YWsQLsZ5k6H.png)
+
+![image](https://cdn-uploads.huggingface.co/production/uploads/667da868d653c0b02d6a2399/O5t69ooYnp1RXpCT89ja9.png)
 
-![image](https://cdn-uploads.huggingface.co/production/uploads/667da868d653c0b02d6a2399/vHQXPgngi0cCl9DbxYtLA.png)
 
 **t-SNE:**
 
-![image](https://cdn-uploads.huggingface.co/production/uploads/667da868d653c0b02d6a2399/RBoGVW4XGS_s1HcuMqXtX.png)
+
+![image](https://cdn-uploads.huggingface.co/production/uploads/667da868d653c0b02d6a2399/rB2PTTZ9VczhWv_jU7cxF.png)
 
 
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