README Update

README.md

@@ -8,14 +8,48 @@
 
 # VimAssistant
 VimAssistant is a AI powered productivity assistant to [VimKit](https://github.com/codefiesta/VimKit) that helps users complete tasks more efficiently.
+<img width="590" alt="assistant" src="https://github.com/user-attachments/assets/ae438be8-b39c-435d-be0c-365443f4fe4e" />
 
 ## Overview
 The VimAssistant package processes natural language (spoken or typed) to take action on a VIM model.
 
 This package utilizes Speech Recognition to transcribe spoken text that gets sent to a CoreML LLM/LAM that will attempt to execute an action on the users behalf.
 
-Some examples of actions include (but not limited to):
+Some examples of categorized actions include (but not limited to):
 
-* `"Isolate all HVAC components."`
-* `"Create a section box around level 1."`
-* `"Hide all walls."`
+* **ISOLATE**: "Isolate furniture", "Only show me the network jacks", "Filter everything but the curtain panels"
+* **HIDE**: "Conceal all ceiling systems", "Hide air terminals", "Remove all walls"
+* **QUANTIFY**: "Count all doors", "What are the total number of access doors?", "How many transformers are there?"
+
+### Label Scheme
+The base model was created with the OntoNotes 5.0 NER annotations which includes:
+
+* **PERSON**: Individual names (e.g., Barack Obama).
+* **ORGANIZATION**: Company or institution names (e.g., Apple).
+* **LOCATION**: Geographical places (e.g., Tokyo).
+* **DATE**: Dates (e.g., May 8, 2025).
+* **TIME**: Times (e.g., 10:00 AM).
+* **EVENT**: Names of events (e.g., World Series).
+* **WORK\_OF\_ART**: Names of works of art (e.g., "Hamlet").
+* **FAC**: Buildings or facilities (e.g., White House).
+* **GPE**: Geo-political entities (e.g., United States).
+* **LANGUAGE**: Names of languages (e.g., English).
+* **LAW**: Legal names (e.g., The Constitution).
+* **NORP**: National/religious/political group (e.g., Democrats).
+* **CARDINAL**: Cardinal numbers (e.g., 1, 2, 3).
+
+The trained model provides Construction NER annotations:
+
+* **CON-BIM-CATG**: BIM Category - a high-level classification for families and elements, grouping them based on their functional type.
+* **CON-BIM-FAML**: BIM Family - a collection of elements that share common properties, behaviors, and physical characteristics.
+* **CON-BIM-TYPE**: BIM Type - a specific instantiation of a family that defines a unique set of parameters, essentially a variation within a family. Think of it as a specific size, material, or configuration of a particular family, such as a 3' x 6' door within a door family.
+* **CON-BIM-INST**: BIM Instance - a single, unique occurrence of a family type placed within a model.
+* **CON-BIM-LEVL**: BIM Level - a horizontal  plane used to define the vertical position of elements like walls, floors, and ceilings.
+* **CON-BIM-VIEW**: BIM View - represents a specific way of looking at the model, whether it's a 2D plan, elevation, section, or 3D view.
+
+
+
+| Component    | Labels |
+| -------- | ------- |
+| named entities  | CARDINAL, DATE, EVENT, FAC, GPE, LANGUAGE, LAW, LOC, MONEY, NORP, ORDINAL, ORG, PERCENT, PERSON, PRODUCT, QUANTITY, TIME, WORK_OF_ART, CON-BIM-CATG, CON-BIM-FAML, CON-BIM-TYPE, CON-BIM-INST, CON-BIM-LEVL, CON-BIM-VIEW |
+| categories | ISOLATE, HIDE, QUANTIFY |