# Passage Reranking on COVID BEIR Source: [Passage Reranking on COVID BEIR]() Collection index: [llms.txt]() Data updated: 2026-04-21T09:59:20.343Z Evaluation of Passage Reranking performance specifically on the COVID BEIR dataset, reporting metrics such as 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) | COVID BEIR | | 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 | 73.94 | Not recorded | 69e704cc7d0172140ec7efac | | QR-R | 73.04 | Not recorded | 69e704cc7d0172140ec7efac | | RankGPT | 71.12 | Not recorded | 69e704cc7d0172140ec7efac | | HeadRank | 70.81 | Not recorded | 69e704cc7d0172140ec7efac | | CoRe | 70.08 | Not recorded | 69e704cc7d0172140ec7efac | | HeadRank | 68.71 | Not recorded | 69e704cc7d0172140ec7efac | | CoRe | 68.67 | Not recorded | 69e704cc7d0172140ec7efac | | RankGPT | 68.15 | Not recorded | 69e704cc7d0172140ec7efac | | QR-R | 67.84 | Not recorded | 69e704cc7d0172140ec7efac | | QR-R | 67.77 | Not recorded | 69e704cc7d0172140ec7efac | | ICR | 66.63 | Not recorded | 69e704cc7d0172140ec7efac | | CoRe | 65.53 | Not recorded | 69e704cc7d0172140ec7efac | | ICR | 65.42 | Not recorded | 69e704cc7d0172140ec7efac | | NIAH | 63.64 | Not recorded | 69e704cc7d0172140ec7efac | | NIAH | 63.39 | Not recorded | 69e704cc7d0172140ec7efac | | ICR | 63.28 | Not recorded | 69e704cc7d0172140ec7efac | | RankGPT | 60.28 | Not recorded | 69e704cc7d0172140ec7efac | | NIAH | 59.76 | Not recorded | 69e704cc7d0172140ec7efac | | BM25 (top40) | 59.47 | Not recorded | 69e704cc7d0172140ec7efac | ### HeadRank NDCG@10: 73.94. Result ID: 69e74a6947f34ce924ce0680. [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: 73.04. Result ID: 69e74a6947f34ce924ce067e. [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: 71.12. Result ID: 69e74a6947f34ce924ce067b. [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: 70.81. Result ID: 69e74a6947f34ce924ce067a. [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: 70.08. Result ID: 69e74a6947f34ce924ce067d. [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: 68.71. Result ID: 69e74a6947f34ce924ce0674. [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: 68.67. Result ID: 69e74a6947f34ce924ce0677. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-1.7B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### RankGPT NDCG@10: 68.15. Result ID: 69e74a6947f34ce924ce0675. [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: 67.84. Result ID: 69e74a6947f34ce924ce0672. [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: 67.77. Result ID: 69e74a6947f34ce924ce0678. [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: 66.63. Result ID: 69e74a6947f34ce924ce067c. [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: 65.53. Result ID: 69e74a6947f34ce924ce0671. [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: 65.42. Result ID: 69e74a6947f34ce924ce0676. [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: 63.64. Result ID: 69e74a6947f34ce924ce067f. [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: 63.39. Result ID: 69e74a6947f34ce924ce0679. [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: 63.28. Result ID: 69e74a6947f34ce924ce0670. [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: 60.28. Result ID: 69e74a6947f34ce924ce066f. [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: 59.76. Result ID: 69e74a6947f34ce924ce0673. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-0.6B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### BM25 (top40) NDCG@10: 59.47. Result ID: 69e74a6947f34ce924ce066e. [Reporting paper]() Recorded evaluation configuration: {"Model":"Baseline","Top-40 retrieval setting":"BM25"}. 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