jev| Your output | Starting point |
|---|---|
| A team name or fixed category | Try Choice |
| A rating on defined levels | Try Score |
| A yes/no probability | Try Noul |
| A reply, explanation or generated code | Use a text-generating model |
A label and a reply are different jobs
Consider a support inbox. Choosing shipping or billing produces a label. Writing an answer about a delayed order produces text. Jev fits the first task; a text-generating model handles the second. Your application may need both.
Do you need a separate model call?
If the text model already reads the ticket and produces a usable category with its reply, another call adds work. A separate decision step is more interesting when it can send the request to code, skip an expensive reply or choose between handlers.
Try one decision in the existing workflow
Keep the current system as a baseline. Replace only its category or score step, using the same inputs and review policy. Record whether the final task succeeds, along with response time and billed usage. A fast category decision is not useful if it causes a second round of correction.
Choose based on what changes for the user
Keep the simpler system if the extra decision step does not improve the result. Consider the split when its measured errors, review workload and response time meet your requirements. There is no model-wide winner independent of the task.
Official workflow evaluations ↗ — The publisher evaluates four workflows against model-consensus reference answers. Agreement with those references is different from accuracy on an independently labeled test set.