An LLM must assign incoming requests to one of six known departments. The downstream router accepts only those department identifiers. Which task design is most appropriate?

1. Allow arbitrary new department names on every request.
2. Generate a long fictional conversation for each request.
3. Return an embedding vector directly as the department identifier.
4. Use constrained classification over the six labels and validate the returned identifier.