Extract Structured DataFrom Any Content

var model = LM.LoadFromModelID("lmkit-tasks:4b-preview");

// Define custom entity types with descriptions
var definitions = new List<EntityDefinition>
{
    new EntityDefinition(NamedEntityType.Person),
    new EntityDefinition(NamedEntityType.Organization),
    new EntityDefinition(
        NamedEntityType.Custom, 
        "ProductCode", 
        "Product codes like SKU-12345 or ITEM-ABC"
    ),
    new EntityDefinition(
        NamedEntityType.Custom,
        "OrderID",
        "Order identifiers starting with ORD-"
    )
};

// Create recognizer with custom definitions
var ner = new NamedEntityRecognition(model, definitions);

string invoice = "Contact John Smith at Acme Corp " +
                 "regarding SKU-78901 for order ORD-2025-001.";

var entities = ner.Recognize(invoice);

foreach (var entity in entities)
{
    Console.WriteLine($"[{entity.Type}] {entity.Value}");
}
// [Person] John Smith
// [Organization] Acme Corp
// [ProductCode] SKU-78901
// [OrderID] ORD-2025-001

var model = LM.LoadFromModelID("lmkit-tasks:4b-preview");
var ner = new NamedEntityRecognition(model);

string text = "Microsoft CEO Satya Nadella announced " +
              "that Microsoft will invest in AI. " +
              "Nadella emphasized Microsoft's commitment.";

var entities = ner.Recognize(text);

foreach (var entity in entities)
{
    Console.WriteLine($"{entity.Type}: {entity.Value}");
    Console.WriteLine($"  Found {entity.Occurrences.Count} times:");
    
    foreach (var occ in entity.Occurrences)
    {
        Console.WriteLine(
            $"    Position [{occ.Start}-{occ.End}]");
    }
}

// Output:
// Organization: Microsoft
//   Found 3 times:
//     Position [0-9]
//     Position [42-51]
//     Position [91-100]
// Person: Satya Nadella
//   Found 2 times:
//     Position [14-27]
//     Position [72-78]