# Passage Reranking on FEVER BEIR Source: [Passage Reranking on FEVER BEIR]() Collection index: [llms.txt]() Data updated: 2026-04-21T09:59:20.623Z Evaluation of Passage Reranking performance specifically on the FEVER dataset 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) | FEVER 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 | 73.47 | Not recorded | 69e704cc7d0172140ec7efac | | CoRe | 73.39 | Not recorded | 69e704cc7d0172140ec7efac | | NIAH | 72.59 | Not recorded | 69e704cc7d0172140ec7efac | | HeadRank | 71.86 | Not recorded | 69e704cc7d0172140ec7efac | | NIAH | 71.65 | Not recorded | 69e704cc7d0172140ec7efac | | CoRe | 71.02 | Not recorded | 69e704cc7d0172140ec7efac | | CoRe | 71 | Not recorded | 69e704cc7d0172140ec7efac | | NIAH | 70.83 | Not recorded | 69e704cc7d0172140ec7efac | | QR-R | 69.82 | Not recorded | 69e704cc7d0172140ec7efac | | HeadRank | 69.69 | Not recorded | 69e704cc7d0172140ec7efac | | ICR | 69.39 | Not recorded | 69e704cc7d0172140ec7efac | | QR-R | 66.18 | Not recorded | 69e704cc7d0172140ec7efac | | ICR | 65.59 | Not recorded | 69e704cc7d0172140ec7efac | | QR-R | 65.45 | Not recorded | 69e704cc7d0172140ec7efac | | BM25 (top40) | 65.13 | Not recorded | 69e704cc7d0172140ec7efac | | RankGPT | 62.18 | Not recorded | 69e704cc7d0172140ec7efac | | ICR | 61.06 | Not recorded | 69e704cc7d0172140ec7efac | | RankGPT | 60.85 | Not recorded | 69e704cc7d0172140ec7efac | | RankGPT | 54.69 | Not recorded | 69e704cc7d0172140ec7efac | ### HeadRank NDCG@10: 73.47. Result ID: 69e74a6947f34ce924ce070c. [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: 73.39. Result ID: 69e74a6947f34ce924ce0715. [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: 72.59. Result ID: 69e74a6947f34ce924ce0711. [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: 71.86. Result ID: 69e74a6947f34ce924ce0712. [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: 71.65. Result ID: 69e74a6947f34ce924ce070b. [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: 71.02. Result ID: 69e74a6947f34ce924ce070f. [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: 71. Result ID: 69e74a6947f34ce924ce0709. [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: 70.83. Result ID: 69e74a6947f34ce924ce0717. [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: 69.82. Result ID: 69e74a6947f34ce924ce0716. [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: 69.69. Result ID: 69e74a6947f34ce924ce0718. [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: 69.39. Result ID: 69e74a6947f34ce924ce070e. [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: 66.18. Result ID: 69e74a6947f34ce924ce070a. [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: 65.59. Result ID: 69e74a6947f34ce924ce0708. [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: 65.45. Result ID: 69e74a6947f34ce924ce0710. [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: 65.13. Result ID: 69e74a6947f34ce924ce0706. [Reporting paper]() Recorded evaluation configuration: {"Model":"Baseline","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### RankGPT NDCG@10: 62.18. Result ID: 69e74a6947f34ce924ce0713. [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: 61.06. Result ID: 69e74a6947f34ce924ce0714. [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: 60.85. Result ID: 69e74a6947f34ce924ce0707. [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: 54.69. Result ID: 69e74a6947f34ce924ce070d. [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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