Cohere Rerank 5 launch: BEIR average
We show this table for reference; we do not rank on it.
Cohere launch reranking report.
Evaluation results published by Cohere.
RCP-nDCG@10 on Cohere Rerank 5 launch: BEIR average — October 21, 2026 launch; November 4 capture
We mirror the published rcp-ndcg@10 view for Cohere Rerank 5 launch: BEIR average. Cohere Rerank 5 Pro leads the public snapshot at 90.4, followed by Voyage AI Rerank 3 (88.6) and Cohere Rerank 5 Fast (88.1). We do not use these results to rank models overall.
Cohere Rerank 5 Pro
Cohere
Cohere provider report; evaluated snapshot and hardware undisclosed
Voyage AI Rerank 3
Voyage AI
Cohere provider report; evaluated snapshot and hardware undisclosed
Cohere Rerank 5 Fast
Cohere
Cohere provider report; evaluated snapshot and hardware undisclosed
7 configurationsCross-domainDated provider configurationsDisplay onlyUpdated October 21, 2026 launch; November 4 capture
RCP-nDCG@10 table (7 configurations)
| Rank | Model / configuration | Score | Parameters (B) | Open / closed |
|---|---|---|---|---|
| 1 | Cohere Rerank 5 ProCohereCohere provider report; evaluated snapshot and hardware undisclosed | 90.4 | Not reported | Unknown |
| 2 | Voyage AI Rerank 3Voyage AICohere provider report; evaluated snapshot and hardware undisclosed | 88.6 | Not reported | Unknown |
| 3 | Cohere Rerank 5 FastCohereCohere provider report; evaluated snapshot and hardware undisclosed | 88.1 | Not reported | Unknown |
| 4 | Cohere Rerank 4 ProCohereCohere provider report; evaluated snapshot and hardware undisclosed | 87.4 | Not reported | Unknown |
| 5 | Voyage AI Rerank 3 LiteVoyage AICohere provider report; evaluated snapshot and hardware undisclosed | 86.1 | Not reported | Unknown |
| 6 | Qwen3-Reranker-8BQwenCohere provider report; evaluated snapshot and hardware undisclosed | 83.8 | Not reported | Unknown |
| 7 | Qwen3-Reranker-0.6BQwenCohere provider report; evaluated snapshot and hardware undisclosed | 78.9 | Not reported | Unknown |
How to read this provider report
13 datasets. Values come from the bar labels of the launch headline chart, averaged across the benchmark's datasets. RCP-nDCG@10 scores reordering of a fixed candidate set; it does not measure first-stage retrieval recall.
Cohere reports these results in its Rerank 5 launch. The linked full spreadsheet requires sign-in at capture, so this view includes only exact figures available in the public post. Model snapshots, evaluation dates, candidate-set sizes, and uncertainty intervals are undisclosed.
Each metric retains its own cohort. Rerankers reorder candidates from a first-stage search; these scores do not measure embedding or keyword retrieval on their own. These provider comparisons do not enter weighted model rankings.
The published Cohere Rerank 5 launch: BEIR average snapshot places Cohere Rerank 5 Pro first at 90.4. The third row is 2.3 score units behind. The broader top-10 range is 11.5 score units, so the table still separates the published systems.
7 configurations are shown for Cohere Rerank 5 launch: BEIR average. The benchmark falls in the Cross-domain category. We keep external benchmark mirrors separate from the weighted global scoring system, so these results remain source-specific evidence. Cohere Rerank 5 launch: BEIR average is currently displayed for reference but excluded from the scoring formula, so it does not directly affect overall rankings.
Freshness and provenance
Version
Cohere Rerank 5 launch provider report
Refresh cadence
Reviewed dated source capture
Staleness state
Dated provider configurations
Question availability
Upstream datasets and terms; aggregate results only
BenchLM uses freshness metadata to decide whether a benchmark should still be treated as a strong differentiator, a benchmark to watch, or a display-only reference. For the full scoring policy, see the BenchLM methodology page.
Questions
What does Cohere Rerank 5 launch: BEIR average measure?
Cohere launch reranking report.
Which model leads the published Cohere Rerank 5 launch: BEIR average snapshot?
Cohere Rerank 5 Pro currently leads the published Cohere Rerank 5 launch: BEIR average snapshot with 90.4 rcp-ndcg@10. BenchLM shows this benchmark for display only and does not use it in overall rankings.
How many models are evaluated on Cohere Rerank 5 launch: BEIR average?
The October 21, 2026 launch; November 4 capture snapshot contains 7 AI models.
Know when it’s worth switching models
The model to choose, the cheaper alternative, and the release we would wait on.
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