End-to-end Reranking on TREC DL 2019 2020 Average
69.86Average NDCG@10HeapSort
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| HeapSortBase Model=Qwen3-4B-Instruct, Comparison Mode=Bidirectional2026.05 | 69.86 | 1,383.02 | |
| QuickSortBase Model=Qwen3-4B-Instruct, Comparison Mode=Bidirectional2026.05 | 69.77 | 1,567.02 | |
| BubbleSortBase Model=Qwen3-4B-Instruct, Comparison Mode=Bidirectional2026.05 | 68.95 | 1,062.69 | |
| Mohajer + BubbleBase Model=Qwen3-4B-Instruct, Comparison Mode=Randomized2026.05 | 68.92 | 346.54 | |
| Mohajer + BubbleBase Model=Qwen3-4B-Instruct, Comparison Mode=Bidirectional2026.05 | 68.7 | 425.67 | |
| MohajerBase Model=Qwen3-4B-Instruct, Comparison Mode=Bidirectional2026.05 | 68.67 | 398.26 | |
| MohajerBase Model=Qwen3-4B-Instruct, Comparison Mode=Randomized2026.05 | 68.2 | 232.01 | |
| PAC + BubbleBase Model=Qwen3-4B-Instruct, Comparison Mode=Bidirectional2026.05 | 65.67 | 332.55 | |
| PAC + BubbleBase Model=Qwen3-4B-Instruct, Comparison Mode=Randomized2026.05 | 64.54 | 183.42 | |
| BM25Base Model=Oracle Ranker2026.05 | 49.3 | — |