Cohere Rerank 5 launch: Parsed PDFs 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: Parsed PDFs average — October 21, 2026 launch; November 4 capture
We mirror the published rcp-ndcg@10 view for Cohere Rerank 5 launch: Parsed PDFs average. Cohere Rerank 5 Pro leads the public snapshot at 89.9, followed by Cohere Rerank 5 Fast (88.5) and Voyage AI Rerank 3 (88.4). We do not use these results to rank models overall.
Cohere Rerank 5 Pro
Cohere
Cohere provider report; evaluated snapshot and hardware undisclosed
Cohere Rerank 5 Fast
Cohere
Cohere provider report; evaluated snapshot and hardware undisclosed
Voyage AI Rerank 3
Voyage AI
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 | 89.9 | Not reported | Unknown |
| 2 | Cohere Rerank 5 FastCohereCohere provider report; evaluated snapshot and hardware undisclosed | 88.5 | Not reported | Unknown |
| 3 | Voyage AI Rerank 3Voyage AICohere provider report; evaluated snapshot and hardware undisclosed | 88.4 | Not reported | Unknown |
| 4 | Cohere Rerank 4 ProCohereCohere provider report; evaluated snapshot and hardware undisclosed | 88.3 | Not reported | Unknown |
| 5 | Voyage AI Rerank 3 LiteVoyage AICohere provider report; evaluated snapshot and hardware undisclosed | 86.0 | 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 | 75.7 | Not reported | Unknown |
How to read this provider report
Average across 47 datasets of text parsed from PDFs with Gemini 1.5 Flash. Values match the launch text and chart labels.
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: Parsed PDFs average snapshot places Cohere Rerank 5 Pro first at 89.9. The third row is 1.5 score units behind. The broader top-10 range is 14.2 score units, so the table still separates the published systems.
7 configurations are shown for Cohere Rerank 5 launch: Parsed PDFs 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: Parsed PDFs 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: Parsed PDFs average measure?
Cohere launch reranking report.
Which model leads the published Cohere Rerank 5 launch: Parsed PDFs average snapshot?
Cohere Rerank 5 Pro currently leads the published Cohere Rerank 5 launch: Parsed PDFs average snapshot with 89.9 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: Parsed PDFs 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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