Update README.md

README.md

@@ -7,8 +7,6 @@ license: apache-2.0
 
 industry-bert-insurance-v0.1 is part of a series of industry-fine-tuned sentence_transformer embedding models.   
 
-## Model Details
-
 ### Model Description
 
 <!-- Provide a longer summary of what this model is. -->
@@ -24,15 +22,17 @@ substitute for embeddings in the insurance industry domain.   This model was tra
 
 ## Model Use
 
-from transformers import AutoTokenizer, AutoModel
+from transformers import AutoTokenizer, AutoModel  
+
+tokenizer = AutoTokenizer.from_pretrained("llmware/industry-bert-insurance-v0.1")  
+
+model = AutoModel.from_pretrained("llmware/industry-bert-insurance-v0.1")  
 
-tokenizer = AutoTokenizer.from_pretrained("llmware/industry-bert-insurance-v0.1")
-model = AutoModel.from_pretrained("llmware/industry-bert-insurance-v0.1")
 
 
 ## Bias, Risks, and Limitations
 
-This is a semantic embedding model, fine-tuned on public domain SEC filings and regulatory documents.   Results may vary if used outside of this
+This is a semantic embedding model, fine-tuned on public domain documents about the insurance industry.   Results may vary if used outside of this
 domain, and like any embedding model, there is always the potential for anomalies in the vector embedding space.   No specific safeguards have
 put in place for safety or mitigate potential bias in the dataset.