Gang-Gang Yang

Risk-aware multiple-choice question answering with conformal P-values

Multiple-choice question answering (MCQA) systems are often required to act on uncertain evidence while still providing a concise decision to a user. We introduce a risk-aware MCQA interface that converts normalized option probabilities into conformal prediction sets, allowing the system to retain every answer option s...