Update README.md

README.md

@@ -16,8 +16,7 @@ GemMarketing outperforms gemma-2b on specific marketing tasks. We are releasing
 
 ### Model Description
 
-GemMarketing is a powerful tool that can aid in generating high-quality marketing content and conducting research in the field of marketing.   
-It's a great resource for anyone looking to stay ahead in the rapidly changing world of marketing.  
+GemMarketing is a powerful tool that can help generate high-quality marketing content and conduct research in the field of marketing. It is an excellent resource for staying ahead in the rapidly changing world of marketing.
 
 While the model is designed to encode marketing knowledge, this checkpoint is not yet adapted to deliver knowledge appropriately, safely, or within professional actionable constraints.   
 We recommend against deploying GemMarketing in real-world practice settings.
@@ -71,17 +70,18 @@ This is an **early checkpoint** of the model that we are releasing to the commun
 
 #### Training Hyperparameters
 
-| Param         | Value      |
-|---------------|------------|
-| bf16          | true       |
-| tf32          | true       |
-| lr	        | 1e-4       |
-| optim	        | adamw      |
-| epochs        | 1          |
-| lr scheduler  | constant   |
-| warmup ratio  | 0.03       |
-| max grad norm | 0.3        |
-| context len   | 3072       |
+| Param               | Value      |
+|---------------------|------------|
+| bf16                | true       |
+| tf32                | true       |
+| lr	              | 1e-4       |
+| optim	              | adamw      |
+| epochs              | 1          |
+| lr scheduler        | constant   |
+| warmup ratio        | 0.03       |
+| max grad norm       | 0.3        |
+| context lengt       | 3072       |
+| attention           | SPDA       |