Update README.md

README.md

@@ -1,5 +1,9 @@
 ---
 license: ms-pl
+library_name: transformers
+pipeline_tag: text-generation
+tags:
+- marketing
 ---
 # PhiMarketing: A Marketing Large Language Model
 
@@ -10,11 +14,11 @@ We are releasing this **early checkpoint** of the model to the AI community.
 
 ### Model Description
 
-PhiMarketing 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.  
+PhiMarketing is a powerful tool that can help generate high-quality marketing content and conduct research in the field of marketing. 
+It's a valuable resource for anyone aiming to stay ahead in the fast-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 PhiMarketing in real-world practice settings.
+While the model is designed to encode marketing knowledge, this version is not yet adapted to deliver knowledge appropriately, safely, or within professional actionable constraints.
+We advise against using PhiMarketing in real-world practice settings.
 
 ### Model Details
 - Developed by: [Marketeam](https://www.marketeam.ai/) 
@@ -65,18 +69,18 @@ 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 len   | 3072            |
+| attention     |flash attention 2|
 
 
 ## How to use