# Passage Reranking on News BEIR Source: [Passage Reranking on News BEIR]() Collection index: [llms.txt]() Data updated: 2026-04-21T09:59:20.404Z Evaluation of Passage Reranking performance specifically on the News 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) | News 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. - [SR (%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | NDCG@10 | Result date | Report paper | | --- | --- | --- | --- | | RankGPT | 49.32 | Not recorded | 69e704cc7d0172140ec7efac | | HeadRank | 46.4 | Not recorded | 69e704cc7d0172140ec7efac | | RankGPT | 46.3 | Not recorded | 69e704cc7d0172140ec7efac | | HeadRank | 46.27 | Not recorded | 69e704cc7d0172140ec7efac | | QR-R | 44.46 | Not recorded | 69e704cc7d0172140ec7efac | | HeadRank | 44.02 | Not recorded | 69e704cc7d0172140ec7efac | | QR-R | 43.89 | Not recorded | 69e704cc7d0172140ec7efac | | ICR | 43.47 | Not recorded | 69e704cc7d0172140ec7efac | | CoRe | 43.32 | Not recorded | 69e704cc7d0172140ec7efac | | CoRe | 42.71 | Not recorded | 69e704cc7d0172140ec7efac | | ICR | 42.69 | Not recorded | 69e704cc7d0172140ec7efac | | CoRe | 42.55 | Not recorded | 69e704cc7d0172140ec7efac | | NIAH | 41.22 | Not recorded | 69e704cc7d0172140ec7efac | | ICR | 41.13 | Not recorded | 69e704cc7d0172140ec7efac | | QR-R | 40.04 | Not recorded | 69e704cc7d0172140ec7efac | | BM25 (top40) | 39.52 | Not recorded | 69e704cc7d0172140ec7efac | | NIAH | 39.34 | Not recorded | 69e704cc7d0172140ec7efac | | NIAH | 38.3 | Not recorded | 69e704cc7d0172140ec7efac | | RankGPT | 37.81 | Not recorded | 69e704cc7d0172140ec7efac | ### RankGPT NDCG@10: 49.32. Result ID: 69e74a6947f34ce924ce06a1. [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: 46.4. Result ID: 69e74a6947f34ce924ce06a0. [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: 46.3. Result ID: 69e74a6947f34ce924ce069b. [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: 46.27. Result ID: 69e74a6947f34ce924ce06a6. [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: 44.46. Result ID: 69e74a6947f34ce924ce06a4. [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: 44.02. Result ID: 69e74a6947f34ce924ce069a. [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: 43.89. Result ID: 69e74a6947f34ce924ce069e. [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: 43.47. Result ID: 69e74a6947f34ce924ce069c. [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: 43.32. Result ID: 69e74a6947f34ce924ce06a3. [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: 42.71. Result ID: 69e74a6947f34ce924ce069d. [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: 42.69. Result ID: 69e74a6947f34ce924ce06a2. [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: 42.55. Result ID: 69e74a6947f34ce924ce0697. [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: 41.22. Result ID: 69e74a6947f34ce924ce069f. [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: 41.13. Result ID: 69e74a6947f34ce924ce0696. [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: 40.04. Result ID: 69e74a6947f34ce924ce0698. [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: 39.52. Result ID: 69e74a6947f34ce924ce0694. [Reporting paper]() Recorded evaluation configuration: {"Model":"Baseline","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. ### NIAH NDCG@10: 39.34. Result ID: 69e74a6947f34ce924ce0699. [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: 38.3. Result ID: 69e74a6947f34ce924ce06a5. [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: 37.81. Result ID: 69e74a6947f34ce924ce0695. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-0.6B","Top-40 retrieval setting":"BM25"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.