Research network

Domain judgement

Expert contribution is valuable when the task requires more than generic annotation. Mathematics, scientific reasoning, code, language and physical tasks demand different kinds of judgement. A programme should identify the expertise that changes the quality of its training signal or evaluation.

A focused contribution

Specialist work can produce authored tasks, reviewed solutions, discriminative preferences, useful critiques or domain evaluation. The programme defines the relevant output and review criteria so expertise becomes a usable model-development contribution.

Connected to engineering

Softinator connects those contributions to expert data and evaluation and model performance programmes. Our work places individual programmes in context. The company About page carries the organisational capacity overview; programme evidence remains specific to the task.