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End-to-end Reranking on TREC DL 2019 2020 Average

69.86Average NDCG@10HeapSort
48.477654.028859.5865.1312May 14, 2026

Evaluation results

MethodLinks
HeapSortBase Model=Qwen3-4B-Instruct, Comparison Mode=Bidirectional2026.0569.861,383.02
QuickSortBase Model=Qwen3-4B-Instruct, Comparison Mode=Bidirectional2026.0569.771,567.02
BubbleSortBase Model=Qwen3-4B-Instruct, Comparison Mode=Bidirectional2026.0568.951,062.69
Mohajer + BubbleBase Model=Qwen3-4B-Instruct, Comparison Mode=Randomized2026.0568.92346.54
Mohajer + BubbleBase Model=Qwen3-4B-Instruct, Comparison Mode=Bidirectional2026.0568.7425.67
MohajerBase Model=Qwen3-4B-Instruct, Comparison Mode=Bidirectional2026.0568.67398.26
MohajerBase Model=Qwen3-4B-Instruct, Comparison Mode=Randomized2026.0568.2232.01
PAC + BubbleBase Model=Qwen3-4B-Instruct, Comparison Mode=Bidirectional2026.0565.67332.55
PAC + BubbleBase Model=Qwen3-4B-Instruct, Comparison Mode=Randomized2026.0564.54183.42
BM25Base Model=Oracle Ranker2026.0549.3—