Update README.md

Update and Deploy

README.md

@@ -12,15 +12,7 @@ tags:
 - PostGIS
 ---
 
-
-**EXPERIMENTAL BETA**
-</br>
-**CURRENTLY TESTING**
-</br>
-**ENGLISH ONLY**
-</br>
-**MODIFICATIONS INBOUND**
-
+**ENGLISH ONLY - Use 8b models for alternate languages.**
 
 ### Model Information
 
@@ -71,10 +63,7 @@ You are a helpful assistant. You are an expert at PostGIS and Postgresql and SQL
 
 
 ### Examples
-**Note 10/6/24 **
-- Centroid and Buffer responses are currently returning as WKT. While technically correct, this is not the desired response, and will be addressed.
-</br> Reference - https://postgis.net/docs/ST_AsText.html
-- English and Chinese models, etc. currently require the 8b models and or additional fine-tuning for 3b.
+
 
 AREA
 <p></p>
@@ -170,18 +159,25 @@ The following hyperparameters were used during training:
 - num_devices: 2
 - optimizer: Adam 8bit
 - lr_scheduler_type: linear
-- num_epochs: 4
+- num_epochs: 5
 
 ### Training results
 
 | Training Loss | Epoch  | Step | Validation Loss |
 |:-------------:|:------:|:----:|:---------------:|
-| 1.3863        |   4    |  10  |  	1.3642        |
-| 0.8852        |   4    |  20  |   0.9070        |
-| 0.6427        |   4    |  30  |   0.6811        |
-| 0.6114        |   4    |  40  |  	0.6167        |
-| 0.6004        |   4    |  50  |   0.5916        |
-| 0.5912        |   4    |  60  |   0.5845        |
+| 1.3788        |   5    |  10  |  	1.3543        |
+| 0.8504        |   5    |  20  |   0.8671        |
+| 0.5990        |   5    |  30  |   0.6501        |
+| 0.5836        |   5    |  40  |  	0.5885        |
+| 0.5713        |   5    |  50  |   0.5607        |
+| 0.5481        |   5    |  60  |   0.5434        |
+| 0.5221        |   5    |  70  |   0.5342        |
+| 0.4983        |   5    |  80  |  	0.5259        |
+| 0.4914        |   5    |  90  |   0.5219        |
+| 0.4754        |   5    |  100 |   0.5205        |
+
+
+
 
 ### Framework versions