# Passage Reranking on DBPedia BEIR Source: [Passage Reranking on DBPedia BEIR]() Collection index: [llms.txt]() Data updated: 2026-04-21T09:59:20.589Z Evaluation of Passage Reranking performance specifically on the DBPedia subset of 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) | DBPedia 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 | | --- | --- | --- | --- | | RankGPT | 41.34 | Not recorded | 69e704cc7d0172140ec7efac | | HeadRank | 37.24 | Not recorded | 69e704cc7d0172140ec7efac | | HeadRank | 37.06 | Not recorded | 69e704cc7d0172140ec7efac | | HeadRank | 37.02 | Not recorded | 69e704cc7d0172140ec7efac | | RankGPT | 36.44 | Not recorded | 69e704cc7d0172140ec7efac | | QR-R | 36.27 | Not recorded | 69e704cc7d0172140ec7efac | | CoRe | 35.84 | Not recorded | 69e704cc7d0172140ec7efac | | CoRe | 34.39 | Not recorded | 69e704cc7d0172140ec7efac | | CoRe | 34.2 | Not recorded | 69e704cc7d0172140ec7efac | | QR-R | 33.36 | Not recorded | 69e704cc7d0172140ec7efac | | ICR | 33.24 | Not recorded | 69e704cc7d0172140ec7efac | | QR-R | 33.22 | Not recorded | 69e704cc7d0172140ec7efac | | ICR | 32.81 | Not recorded | 69e704cc7d0172140ec7efac | | ICR | 32.57 | Not recorded | 69e704cc7d0172140ec7efac | | RankGPT | 32.18 | Not recorded | 69e704cc7d0172140ec7efac | | NIAH | 32.15 | Not recorded | 69e704cc7d0172140ec7efac | | NIAH | 31.82 | Not recorded | 69e704cc7d0172140ec7efac | | BM25 (top40) | 31.8 | Not recorded | 69e704cc7d0172140ec7efac | | NIAH | 30.82 | Not recorded | 69e704cc7d0172140ec7efac | ### RankGPT NDCG@10: 41.34. Result ID: 69e74a6947f34ce924ce0700. [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: 37.24. Result ID: 69e74a6947f34ce924ce0705. [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: 37.06. Result ID: 69e74a6947f34ce924ce06ff. [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: 37.02. Result ID: 69e74a6947f34ce924ce06f9. [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: 36.44. Result ID: 69e74a6947f34ce924ce06fa. [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: 36.27. Result ID: 69e74a6947f34ce924ce0703. [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: 35.84. Result ID: 69e74a6947f34ce924ce0702. [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: 34.39. Result ID: 69e74a6947f34ce924ce06fc. [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: 34.2. Result ID: 69e74a6947f34ce924ce06f6. [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: 33.36. Result ID: 69e74a6947f34ce924ce06fd. [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: 33.24. Result ID: 69e74a6947f34ce924ce06fb. [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: 33.22. Result ID: 69e74a6947f34ce924ce06f7. [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: 32.81. Result ID: 69e74a6947f34ce924ce0701. [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: 32.57. Result ID: 69e74a6947f34ce924ce06f5. [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: 32.18. Result ID: 69e74a6947f34ce924ce06f4. [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: 32.15. Result ID: 69e74a6947f34ce924ce06fe. [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: 31.82. Result ID: 69e74a6947f34ce924ce06f8. [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: 31.8. Result ID: 69e74a6947f34ce924ce06f3. [Reporting paper]() Recorded evaluation configuration: {"Model":"Baseline","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### NIAH NDCG@10: 30.82. Result ID: 69e74a6947f34ce924ce0704. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-4B","Top-40 retrieval setting":"BM25"}. 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