Update README.md

README.md

@@ -28,18 +28,19 @@ Load in your favorite GGUF inference engine, or try with llmware as follows:
     # this one line will download the model and run a series of tests
     ModelCatalog().tool_test_run("slim-sentiment-tool", verbose=True)  
 
-Note: please review [**config.json**](https://huggingface.co/llmware/slim-sentiment-tool/blob/main/config.json) in the repository for prompt wrapping information, details on the model, and full test set.  
 
-    
 Slim models can also be loaded even more simply as part of a multi-model, multi-step LLMfx calls:
 
     from llmware.agents import LLMfx
 
     llm_fx = LLMfx()
     llm_fx.load_tool("sentiment")
-    response = llm_fx.sentiment(text)
+    response = llm_fx.sentiment(text)  
 
 
+Note: please review [**config.json**](https://huggingface.co/llmware/slim-sentiment-tool/blob/main/config.json) in the repository for prompt wrapping information, details on the model, and full test set.  
+
+    
 ### Model Description
 
 <!-- Provide a longer summary of what this model is. -->
@@ -50,27 +51,6 @@ Slim models can also be loaded even more simply as part of a multi-model, multi-
 - **License:** Apache 2.0
 - **Quantized from model:** llmware/slim-sentiment (finetuned tiny llama 1b)
 
-## Uses
-
-<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
-
-SLIM models provide a fast, flexible, intuitive way to integrate classifiers and structured function calls into RAG and LLM application workflows.  
-
-Model instructions, details and test samples have been packaged into the config.json file in the repository, along with the GGUF file.   
-
-
-Example:
-
-    text = "The stock market declined yesterday as investors worried increasingly about the slowing economy."   
-
-    model generation - {"sentiment": ["negative"]}
-
-    keys = "sentiment"
-
-All of the SLIM models use a novel prompt instruction structured as follows:
-
-    "<human> " + text + "<classify> " + keys + "</classify>" + "/n<bot>: "
-
 
 ## Model Card Contact