# Passage Reranking on TREC Deep Learning 2019 Source: [Passage Reranking on TREC Deep Learning 2019]() Collection index: [llms.txt]() Data updated: 2026-04-21T09:59:20.276Z Evaluation of Passage Reranking performance on the TREC Deep Learning 2019 dataset, measured using NDCG@10 and 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 2019 | | 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. - [SR (%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | NDCG@10 | Result date | Report paper | | --- | --- | --- | --- | | HeadRank | 64.33 | Not recorded | 69e704cc7d0172140ec7efac | | RankGPT | 63.58 | Not recorded | 69e704cc7d0172140ec7efac | | HeadRank | 61.32 | Not recorded | 69e704cc7d0172140ec7efac | | HeadRank | 59.93 | Not recorded | 69e704cc7d0172140ec7efac | | QR-R | 57.45 | Not recorded | 69e704cc7d0172140ec7efac | | CoRe | 56.67 | Not recorded | 69e704cc7d0172140ec7efac | | RankGPT | 56.32 | Not recorded | 69e704cc7d0172140ec7efac | | ICR | 54.38 | Not recorded | 69e704cc7d0172140ec7efac | | QR-R | 52.36 | Not recorded | 69e704cc7d0172140ec7efac | | ICR | 52.11 | Not recorded | 69e704cc7d0172140ec7efac | | QR-R | 51.96 | Not recorded | 69e704cc7d0172140ec7efac | | CoRe | 51.26 | Not recorded | 69e704cc7d0172140ec7efac | | BM25 (top40) | 50.58 | Not recorded | 69e704cc7d0172140ec7efac | | CoRe | 50.46 | Not recorded | 69e704cc7d0172140ec7efac | | ICR | 50.09 | Not recorded | 69e704cc7d0172140ec7efac | | RankGPT | 49.17 | Not recorded | 69e704cc7d0172140ec7efac | | NIAH | 48.98 | Not recorded | 69e704cc7d0172140ec7efac | | NIAH | 48.13 | Not recorded | 69e704cc7d0172140ec7efac | | NIAH | 46.55 | Not recorded | 69e704cc7d0172140ec7efac | ### HeadRank NDCG@10: 64.33. Result ID: 69e74a6947f34ce924ce065a. [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: 63.58. Result ID: 69e74a6947f34ce924ce0655. [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: 61.32. Result ID: 69e74a6947f34ce924ce0654. [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: 59.93. Result ID: 69e74a6947f34ce924ce064e. [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: 57.45. Result ID: 69e74a6947f34ce924ce0658. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### CoRe NDCG@10: 56.67. Result ID: 69e74a6947f34ce924ce0657. [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: 56.32. Result ID: 69e74a6947f34ce924ce064f. [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: 54.38. Result ID: 69e74a6947f34ce924ce0656. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### QR-R NDCG@10: 52.36. Result ID: 69e74a6947f34ce924ce0652. [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: 52.11. Result ID: 69e74a6947f34ce924ce0650. [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: 51.96. Result ID: 69e74a6947f34ce924ce064c. [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: 51.26. Result ID: 69e74a6947f34ce924ce0651. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-1.7B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### BM25 (top40) NDCG@10: 50.58. Result ID: 69e74a6947f34ce924ce0648. [Reporting paper]() Recorded evaluation configuration: {"Model":"Baseline","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### CoRe NDCG@10: 50.46. Result ID: 69e74a6947f34ce924ce064b. [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: 50.09. Result ID: 69e74a6947f34ce924ce064a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-0.6B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### RankGPT NDCG@10: 49.17. Result ID: 69e74a6947f34ce924ce0649. [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: 48.98. Result ID: 69e74a6947f34ce924ce0653. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-1.7B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### NIAH NDCG@10: 48.13. Result ID: 69e74a6947f34ce924ce0659. [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: 46.55. Result ID: 69e74a6947f34ce924ce064d. [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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