# Passage Reranking on TREC Deep Learning 2020 Source: [Passage Reranking on TREC Deep Learning 2020]() Collection index: [llms.txt]() Data updated: 2026-04-21T09:59:20.310Z Evaluation of Passage Reranking performance on the TREC Deep Learning 2020 dataset, measured using NDCG@10 and Success Rate (SR). A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Passage Reranking | | Dataset (including any stated split) | TREC Deep Learning 2020 | | Metric | NDCG@10 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [NDCG@10](): Higher is better; unit: PERCENT. - [Success Rate (SR)](): Higher is better; unit: PERCENT. ## Recorded results | Method | NDCG@10 | Result date | Report paper | | --- | --- | --- | --- | | HeadRank | 59.89 | Not recorded | 69e704cc7d0172140ec7efac | | RankGPT | 59.52 | Not recorded | 69e704cc7d0172140ec7efac | | HeadRank | 57.85 | Not recorded | 69e704cc7d0172140ec7efac | | QR-R | 53.84 | Not recorded | 69e704cc7d0172140ec7efac | | RankGPT | 52.77 | Not recorded | 69e704cc7d0172140ec7efac | | HeadRank | 51.71 | Not recorded | 69e704cc7d0172140ec7efac | | CoRe | 50.89 | Not recorded | 69e704cc7d0172140ec7efac | | RankGPT | 48.54 | Not recorded | 69e704cc7d0172140ec7efac | | ICR | 48.17 | Not recorded | 69e704cc7d0172140ec7efac | | BM25 (top40) | 47.96 | Not recorded | 69e704cc7d0172140ec7efac | | QR-R | 46.56 | Not recorded | 69e704cc7d0172140ec7efac | | ICR | 46.14 | Not recorded | 69e704cc7d0172140ec7efac | | CoRe | 45.81 | Not recorded | 69e704cc7d0172140ec7efac | | CoRe | 44.24 | Not recorded | 69e704cc7d0172140ec7efac | | QR-R | 43.32 | Not recorded | 69e704cc7d0172140ec7efac | | NIAH | 43.25 | Not recorded | 69e704cc7d0172140ec7efac | | ICR | 41.75 | Not recorded | 69e704cc7d0172140ec7efac | | NIAH | 40.94 | Not recorded | 69e704cc7d0172140ec7efac | | NIAH | 38.87 | Not recorded | 69e704cc7d0172140ec7efac | ### HeadRank NDCG@10: 59.89. Result ID: 69e74a6947f34ce924ce066d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### RankGPT NDCG@10: 59.52. Result ID: 69e74a6947f34ce924ce0668. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### HeadRank NDCG@10: 57.85. Result ID: 69e74a6947f34ce924ce0667. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-1.7B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### QR-R NDCG@10: 53.84. Result ID: 69e74a6947f34ce924ce066b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### RankGPT NDCG@10: 52.77. Result ID: 69e74a6947f34ce924ce0662. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-1.7B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### HeadRank NDCG@10: 51.71. Result ID: 69e74a6947f34ce924ce0661. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-0.6B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### CoRe NDCG@10: 50.89. Result ID: 69e74a6947f34ce924ce066a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### RankGPT NDCG@10: 48.54. Result ID: 69e74a6947f34ce924ce065c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-0.6B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### ICR NDCG@10: 48.17. Result ID: 69e74a6947f34ce924ce0669. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### BM25 (top40) NDCG@10: 47.96. Result ID: 69e74a6947f34ce924ce065b. [Reporting paper]() Recorded evaluation configuration: {"Model":"Baseline","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### QR-R NDCG@10: 46.56. Result ID: 69e74a6947f34ce924ce0665. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-1.7B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### ICR NDCG@10: 46.14. Result ID: 69e74a6947f34ce924ce0663. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-1.7B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### CoRe NDCG@10: 45.81. Result ID: 69e74a6947f34ce924ce0664. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-1.7B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### CoRe NDCG@10: 44.24. Result ID: 69e74a6947f34ce924ce065e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-0.6B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### QR-R NDCG@10: 43.32. Result ID: 69e74a6947f34ce924ce065f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-0.6B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### NIAH NDCG@10: 43.25. Result ID: 69e74a6947f34ce924ce0666. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-1.7B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### ICR NDCG@10: 41.75. Result ID: 69e74a6947f34ce924ce065d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-0.6B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### NIAH NDCG@10: 40.94. Result ID: 69e74a6947f34ce924ce066c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### NIAH NDCG@10: 38.87. Result ID: 69e74a6947f34ce924ce0660. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-0.6B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. Page 1 of 1. 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