RankSteer: Can Pointwise LLM Rankers Be Calibrated at the Representation Level?

Yumeng Wang, Catherine Chen, Suzan Verberne

Large language models (LLMs) are strong zero-shot pointwise rankers, but lag behind pairwise and listwise methods. Beyond missing comparative signals, we identify a \textit{calibra…