# Passage Reranking on FiQA BEIR Source: [Passage Reranking on FiQA BEIR]() Collection index: [llms.txt]() Data updated: 2026-04-21T09:59:20.432Z Evaluation of Passage Reranking performance specifically on the FiQA dataset, which is a component within the BEIR benchmark suite, 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) | FiQA BEIR | | Metric | NDCG@10 | | Unit | SCALAR | | 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: SCALAR. - [Success Rate (%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | NDCG@10 | Result date | Report paper | | --- | --- | --- | --- | | CoRe | 29.88 | Not recorded | 69e704cc7d0172140ec7efac | | HeadRank | 28.73 | Not recorded | 69e704cc7d0172140ec7efac | | CoRe | 28.49 | Not recorded | 69e704cc7d0172140ec7efac | | QR-R | 28.18 | Not recorded | 69e704cc7d0172140ec7efac | | HeadRank | 28.11 | Not recorded | 69e704cc7d0172140ec7efac | | QR-R | 27.61 | Not recorded | 69e704cc7d0172140ec7efac | | RankGPT | 27.23 | Not recorded | 69e704cc7d0172140ec7efac | | ICR | 27.17 | Not recorded | 69e704cc7d0172140ec7efac | | NIAH | 26.29 | Not recorded | 69e704cc7d0172140ec7efac | | HeadRank | 25.99 | Not recorded | 69e704cc7d0172140ec7efac | | RankGPT | 25.95 | Not recorded | 69e704cc7d0172140ec7efac | | CoRe | 25.66 | Not recorded | 69e704cc7d0172140ec7efac | | NIAH | 25 | Not recorded | 69e704cc7d0172140ec7efac | | ICR | 24.53 | Not recorded | 69e704cc7d0172140ec7efac | | QR-R | 24.42 | Not recorded | 69e704cc7d0172140ec7efac | | BM25 (top40) | 23.61 | Not recorded | 69e704cc7d0172140ec7efac | | NIAH | 23.53 | Not recorded | 69e704cc7d0172140ec7efac | | RankGPT | 23.22 | Not recorded | 69e704cc7d0172140ec7efac | | ICR | 22.7 | Not recorded | 69e704cc7d0172140ec7efac | ### CoRe NDCG@10: 29.88. Result ID: 69e74a6947f34ce924ce06b6. [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: 28.73. Result ID: 69e74a6947f34ce924ce06b9. [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: 28.49. Result ID: 69e74a6947f34ce924ce06b0. [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: 28.18. Result ID: 69e74a6947f34ce924ce06b7. [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: 28.11. Result ID: 69e74a6947f34ce924ce06b3. [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: 27.61. Result ID: 69e74a6947f34ce924ce06b1. [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: 27.23. Result ID: 69e74a6947f34ce924ce06b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### ICR NDCG@10: 27.17. Result ID: 69e74a6947f34ce924ce06af. [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: 26.29. Result ID: 69e74a6947f34ce924ce06b2. [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: 25.99. Result ID: 69e74a6947f34ce924ce06ad. [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: 25.95. Result ID: 69e74a6947f34ce924ce06ae. [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: 25.66. Result ID: 69e74a6947f34ce924ce06aa. [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: 25. Result ID: 69e74a6947f34ce924ce06b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### ICR NDCG@10: 24.53. Result ID: 69e74a6947f34ce924ce06b5. [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: 24.42. Result ID: 69e74a6947f34ce924ce06ab. [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: 23.61. Result ID: 69e74a6947f34ce924ce06a7. [Reporting paper]() Recorded evaluation configuration: {"Model":"Baseline","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### NIAH NDCG@10: 23.53. Result ID: 69e74a6947f34ce924ce06ac. [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: 23.22. Result ID: 69e74a6947f34ce924ce06a8. [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: 22.7. Result ID: 69e74a6947f34ce924ce06a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-0.6B","Top-40 retrieval setting":"BM25"}. 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