How would you evaluate the effectiveness of a reranker in a RAG system? Which metrics (e.g., MRR, MAP, NDCG…

How would you evaluate the effectiveness of a reranker in a RAG system? Which metrics (e.g., MRR, MAP, NDCG) would you prioritize and why?