When Less Is More: Binary Feedback Can Outperform Ordinal Comparisons in Ranking Recovery

Shirong Xu, Jingnan Zhang, Junhui Wang

Paired comparison data, where users evaluate items in pairs, play a central role in ranking and preference learning tasks. While ordinal comparison data intuitively offer richer in…