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Model · Cohere · Reranking

Cohere Rerank 5

Cohere's flagship reranker family (rerank-v5.0-pro, rerank-v5.0-fast). The standard second-pass model after a vector or BM25 retrieval — multilingual, 32K per-doc context, calibrated relevance scores, and optional Context Focus that returns the relevant passages inside each document.

Modality
Reranking
License
Proprietary (Proprietary)
Released
October 21, 2026
Last verified
October 28, 2026
Runs locally
No

Strengths

  • Drop-in second pass over keyword, vector or hybrid search — no re-indexing
  • Context Focus returns scored passages within each document in the same call
  • Calibrated relevance scores read as a probability, so a fixed cut-off is meaningful
  • Multilingual; Pro and Fast tiers; available on Microsoft Foundry and Amazon SageMaker

Weaknesses

  • Closed weights — self-hosting only through a private deployment arranged with Cohere
  • Reranking is always a second-pass tool; needs an embedding/BM25 first pass

Try it

WhereTypeNotes
Cohere API hosted-api API key required
AWS Bedrock hosted-api Enterprise; lists Rerank 3.5 only, not Rerank 5 (checked 2026-10-28)

Used in solutions

Change log

  • — Updated from Rerank v4 to Rerank 5 (released 2026-10-21): rerank-v5.0-pro and rerank-v5.0-fast, 32K context, Context Focus and calibrated relevance scores; API price per Cohere's announcement $0.05 (Pro) / $0.02 (Fast) per 1M tokens. Cohere's models page now marks rerank-v4.0-pro/-fast as previous generation. Also corrected the Bedrock row: AWS's Cohere page lists only Rerank 3.5, so the earlier 'v4 on Bedrock' strength was dropped.
  • — Verified current against Cohere's models page and the Rerank v4.0 changelog. rerank-v4.0-pro is top of the rerank list; rerank-v4.0-fast is a sibling tier, not a successor.
  • — Updated from Rerank v3 to rerank-v4.0-pro (released 2025-12-11). (Interim: rerank-v3.5 2024-12-02.)
  • — Initial entry.