Wildlife night-time audio has almost no labels. Testers train a proxy on a small labeled subset and use it to score the unlabeled pile. What oracle is that, and what risk remains?

Train a proxy on a small labeled subset and use it to score the unlabeled night-time audio pile. That is a proxy oracle. A second model can share the first model's blind spots. It is not a complete gold-label oracle.