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Passage Reranking on TREC Deep Learning 2019

64.33NDCG@10HeadRank
45.838850.639455.4460.2406Apr 19, 2026

Evaluation results

MethodLinks
HeadRankModel=Qwen3-4B, Top-40 retrieval setting=BM252026.0464.33100
RankGPTModel=Qwen3-4B, Top-40 retrieval setting=BM252026.0463.5895.8
HeadRankModel=Qwen3-1.7B, Top-40 retrieval setting=BM252026.0461.32100
HeadRankModel=Qwen3-0.6B, Top-40 retrieval setting=BM252026.0459.93100
QR-RModel=Qwen3-4B, Top-40 retrieval setting=BM252026.0457.45100
CoReModel=Qwen3-4B, Top-40 retrieval setting=BM252026.0456.67100
RankGPTModel=Qwen3-1.7B, Top-40 retrieval setting=BM252026.0456.3297.1
ICRModel=Qwen3-4B, Top-40 retrieval setting=BM252026.0454.38100
QR-RModel=Qwen3-1.7B, Top-40 retrieval setting=BM252026.0452.36100
ICRModel=Qwen3-1.7B, Top-40 retrieval setting=BM252026.0452.11100
QR-RModel=Qwen3-0.6B, Top-40 retrieval setting=BM252026.0451.96100
CoReModel=Qwen3-1.7B, Top-40 retrieval setting=BM252026.0451.26100
BM25 (top40)Model=Baseline, Top-40 retrieval setting=BM252026.0450.58100
CoReModel=Qwen3-0.6B, Top-40 retrieval setting=BM252026.0450.46100
ICRModel=Qwen3-0.6B, Top-40 retrieval setting=BM252026.0450.09100
RankGPTModel=Qwen3-0.6B, Top-40 retrieval setting=BM252026.0449.1776.6
NIAHModel=Qwen3-1.7B, Top-40 retrieval setting=BM252026.0448.98100
NIAHModel=Qwen3-4B, Top-40 retrieval setting=BM252026.0448.13100
NIAHModel=Qwen3-0.6B, Top-40 retrieval setting=BM252026.0446.55100