query_structure_description.md

### Documentation: Querying with `**` Anchor Tags

#### Overview

This model processes the following data types: `organizations`, `products_and_services`, `topics`, and `classifications`. When querying the model, the developer must pass the query types in a specific format using double asterisks (`**`) to denote emphasis. This format ensures that the model correctly identifies and retrieves the requested data based on the type.

#### Query Structure for Types

The structure for querying the model involves passing the type of data in the following format:

1. **For All Types (Organizations, Products and Services, Topics, Classifications)**:
   - The type must be **uppercased**.
   - Any underscores (`_`) in the type name should be replaced with spaces.
   - The entire type must be wrapped in double asterisks (`**`).
   - After the formatted type, a newline (`\n`) is inserted, followed by the value from the `anchor` field.
   - Example query strings:
     - `**PRODUCTS AND SERVICES**\n{anchor_value}`
     - `**ORGANIZATIONS**\n{anchor_value}`
     - `**TOPICS**\n{anchor_value}`
     - `**CLASSIFICATIONS**\n{anchor_value}`

#### Query Structure Examples for All Types

Here’s the complete list of types and how to structure the query for each:

1. **Products and Services**:
   - Query format: `**PRODUCTS AND SERVICES**\n{anchor_value}`
   - Example: `**PRODUCTS AND SERVICES**\nProduct Anchor Text`

2. **Organizations**:
   - Query format: `**ORGANIZATIONS**\n{anchor_value}`
   - Example: `**ORGANIZATIONS**\nOrganization Anchor Text`

3. **Topics**:
   - Query format: `**TOPICS**\n{anchor_value}`
   - Example: `**TOPICS**\nTopic Anchor Text`

4. **Classifications**:
   - Query format: `**CLASSIFICATIONS**\n{anchor_value}`
   - Example: `**CLASSIFICATIONS**\nClassification Anchor Text`

#### Guidelines for Constructing Queries

1. **Uppercasing**: Always use uppercase for the type being queried, regardless of the original case in the data.
2. **Replacing Underscores**: For types with underscores (`_`), replace them with spaces to ensure proper formatting.
3. **Double Asterisks (`**`)**: The type must always be wrapped in double asterisks to emphasize it in the query.
4. **Newline for All Types**: Append the `anchor` value after a newline character for all types.

This ensures consistency and clarity when querying the model for specific data types, allowing accurate data retrieval while maintaining clear formatting.