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Passage Reranking on COVID BEIR

73.94NDCG@10HeadRank
58.891262.798166.70570.6119Apr 19, 2026

Evaluation results

MethodLinks
HeadRankModel=Qwen3-4B, Top-40 retrieval setting=BM252026.0473.94100
QR-RModel=Qwen3-4B, Top-40 retrieval setting=BM252026.0473.04100
RankGPTModel=Qwen3-4B, Top-40 retrieval setting=BM252026.0471.1295.8
HeadRankModel=Qwen3-1.7B, Top-40 retrieval setting=BM252026.0470.81100
CoReModel=Qwen3-4B, Top-40 retrieval setting=BM252026.0470.08100
HeadRankModel=Qwen3-0.6B, Top-40 retrieval setting=BM252026.0468.71100
CoReModel=Qwen3-1.7B, Top-40 retrieval setting=BM252026.0468.67100
RankGPTModel=Qwen3-1.7B, Top-40 retrieval setting=BM252026.0468.1597.1
QR-RModel=Qwen3-0.6B, Top-40 retrieval setting=BM252026.0467.84100
QR-RModel=Qwen3-1.7B, Top-40 retrieval setting=BM252026.0467.77100
ICRModel=Qwen3-4B, Top-40 retrieval setting=BM252026.0466.63100
CoReModel=Qwen3-0.6B, Top-40 retrieval setting=BM252026.0465.53100
ICRModel=Qwen3-1.7B, Top-40 retrieval setting=BM252026.0465.42100
NIAHModel=Qwen3-4B, Top-40 retrieval setting=BM252026.0463.64100
NIAHModel=Qwen3-1.7B, Top-40 retrieval setting=BM252026.0463.39100
ICRModel=Qwen3-0.6B, Top-40 retrieval setting=BM252026.0463.28100
RankGPTModel=Qwen3-0.6B, Top-40 retrieval setting=BM252026.0460.2876.6
NIAHModel=Qwen3-0.6B, Top-40 retrieval setting=BM252026.0459.76100
BM25 (top40)Model=Baseline, Top-40 retrieval setting=BM252026.0459.47100