Update README.md

README.md

@@ -3,12 +3,12 @@ license: apache-2.0
 inference: false  
 ---
 
-# SLIM-EXTRACT-PHI-3-TOOL
+# SLIM-EXTRACT-PHI-3-GGUF
 
 <!-- Provide a quick summary of what the model is/does. -->
 
 
-**slim-extract-phi-3-tool** is a function-calling extraction, finetuned on top of phi-3-mini, and then then 4_K_M quantized with GGUF, providing a small, fast inference implementation, optimized for multi-model concurrent deployment.  
+**slim-extract-phi-3-gguf** is a function-calling extraction, finetuned on top of phi-3-mini, and then then 4_K_M quantized with GGUF, providing a small, fast inference implementation, optimized for multi-model concurrent deployment.  
 
 This model has been fine-tuned to implement a general-purpose extraction function that takes a custom key as input parameter, and generates a python dictionary consisting of that custom key with the value consisting of a list of the values associated with that key in the text.   
 
@@ -20,7 +20,7 @@ The intent of SLIMs is to forge a middle-ground between traditional encoder-base
 To pull the model via API:  
 
     from huggingface_hub import snapshot_download           
-    snapshot_download("llmware/slim-extract-phi-3-tool", local_dir="/path/on/your/machine/", local_dir_use_symlinks=False)  
+    snapshot_download("llmware/slim-extract-phi-3-gguf", local_dir="/path/on/your/machine/", local_dir_use_symlinks=False)  
     
 
 Load in your favorite GGUF inference engine, or try with llmware as follows:
@@ -28,14 +28,14 @@ Load in your favorite GGUF inference engine, or try with llmware as follows:
     from llmware.models import ModelCatalog  
     
     # to load the model and make a basic inference
-    model = ModelCatalog().load_model("slim-extract-phi-3-tool")
+    model = ModelCatalog().load_model("slim-extract-phi-3-gguf")
     response = model.function_call(text_sample)  
 
     # this one line will download the model and run a series of tests
-    ModelCatalog().tool_test_run("slim-extract-phi-3-tool", verbose=True)  
+    ModelCatalog().tool_test_run("slim-extract-phi-3-gguf", verbose=True)  
 
 
-Note: please review [**config.json**](https://huggingface.co/llmware/slim-extract-phi-3-tool/blob/main/config.json) in the repository for prompt wrapping information, details on the model, and full test set.  
+Note: please review [**config.json**](https://huggingface.co/llmware/slim-extract-phi-3-gguf/blob/main/config.json) in the repository for prompt wrapping information, details on the model, and full test set.  
 
 
 ## Model Card Contact