# Passage Reranking on NFCorpus BEIR Source: [Passage Reranking on NFCorpus BEIR]() Collection index: [llms.txt]() Data updated: 2026-04-21T09:59:20.506Z Evaluation of Passage Reranking performance specifically on the NFCorpus (NFC) subset of the BEIR benchmark collection, reporting metrics like 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) | NFC 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 | 36.44 | Not recorded | 69e704cc7d0172140ec7efac | | HeadRank | 36.23 | Not recorded | 69e704cc7d0172140ec7efac | | QR-R | 35.68 | Not recorded | 69e704cc7d0172140ec7efac | | CoRe | 35.13 | Not recorded | 69e704cc7d0172140ec7efac | | HeadRank | 35.09 | Not recorded | 69e704cc7d0172140ec7efac | | CoRe | 34.91 | Not recorded | 69e704cc7d0172140ec7efac | | QR-R | 34.7 | Not recorded | 69e704cc7d0172140ec7efac | | ICR | 34.65 | Not recorded | 69e704cc7d0172140ec7efac | | ICR | 34.61 | Not recorded | 69e704cc7d0172140ec7efac | | QR-R | 34.28 | Not recorded | 69e704cc7d0172140ec7efac | | ICR | 34.06 | Not recorded | 69e704cc7d0172140ec7efac | | BM25 (top40) | 33.75 | Not recorded | 69e704cc7d0172140ec7efac | | RankGPT | 33.48 | Not recorded | 69e704cc7d0172140ec7efac | | NIAH | 33.42 | Not recorded | 69e704cc7d0172140ec7efac | | CoRe | 33.22 | Not recorded | 69e704cc7d0172140ec7efac | | NIAH | 32.4 | Not recorded | 69e704cc7d0172140ec7efac | | NIAH | 32.26 | Not recorded | 69e704cc7d0172140ec7efac | | RankGPT | 30.24 | Not recorded | 69e704cc7d0172140ec7efac | | RankGPT | 28.82 | Not recorded | 69e704cc7d0172140ec7efac | ### HeadRank NDCG@10: 36.44. Result ID: 69e74a6947f34ce924ce06df. [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: 36.23. Result ID: 69e74a6947f34ce924ce06d9. [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: 35.68. Result ID: 69e74a6947f34ce924ce06dd. [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: 35.13. Result ID: 69e74a6947f34ce924ce06dc. [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: 35.09. Result ID: 69e74a6947f34ce924ce06d3. [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: 34.91. Result ID: 69e74a6947f34ce924ce06d6. [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: 34.7. Result ID: 69e74a6947f34ce924ce06d7. [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: 34.65. Result ID: 69e74a6947f34ce924ce06d5. [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: 34.61. Result ID: 69e74a6947f34ce924ce06db. [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: 34.28. Result ID: 69e74a6947f34ce924ce06d1. [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: 34.06. Result ID: 69e74a6947f34ce924ce06cf. [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: 33.75. Result ID: 69e74a6947f34ce924ce06cd. [Reporting paper]() Recorded evaluation configuration: {"Model":"Baseline","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### RankGPT NDCG@10: 33.48. Result ID: 69e74a6947f34ce924ce06ce. [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: 33.42. Result ID: 69e74a6947f34ce924ce06d8. [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: 33.22. Result ID: 69e74a6947f34ce924ce06d0. [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: 32.4. Result ID: 69e74a6947f34ce924ce06d2. [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: 32.26. Result ID: 69e74a6947f34ce924ce06de. [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: 30.24. Result ID: 69e74a6947f34ce924ce06da. [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: 28.82. Result ID: 69e74a6947f34ce924ce06d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-1.7B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. 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