PRSR

A training-free inference-time intervention method that uses parallel sentence pairs to construct paired residuals, estimates per-layer low-rank subspaces, and suppresses language-specific components from LLM hidden states, thereby improving the cross-lingual alignment quality of multilingual text embeddings.