Update README.md

README.md

@@ -10,7 +10,7 @@ inference: false
 
 **slim-summary-phi-3** is a finetune of phi-3 mini (3.8B parameters) to implement a function-calling summarization model, and then packaged as 4_K_M quantized GGUF, providing a small, fast inference implementation, to provide high-quality summarizations of complex business documents, on a small, specialized locally-deployable model with summary output structured as a python list of key points.  
 
-The model takes as input a text passage, an optional parameter with a focusing phrase or query, and an experimental optional (N) parameter, which is used to guide the model to a specific number of items return in a summary list.  
+The model takes as input a text passage, an optional parameter with a focusing phrase or query, and an experimental optional (N) parameter, which is used to guide the model to a specific number of items to return in a summary list.  
 
 Please see the usage notes at:  [**slim-summary**](https://huggingface.co/llmware/slim-summary)