Evidence and limits
Finding: Prediction sets can trade off misleading experts against task difficulty without requiring users to decide when to trust a single label.
Impact: Watch bounded option sets and measured coverage. Reject forced-choice sets where the valid action may be abstention or escalation.
Boundary: Multiclass prediction is narrower than open-ended work and experiments partly use simulated experts. Next: how should prediction-set logic expose missing-option risk?
Flags: bounded option sets; outcome observability required
Record State: Catalog review recorded; not a performance endorsement
What was reviewed: Structure and relevance screened; not a full evaluation