Cross-Encoder

Cross-Encoder feeds a concatenated query-document pair into a single Transformer model to perform joint self-attention across all tokens. It provides significantly higher ranking precision but suffers from high computational latency, making it ideal for second-stage re-ranking rather than initial candidate retrieval.