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Wednesday, 21 October 2026
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Rerank 5 Pro / Rerank 5 Fast

Change history

  1. 21 Oct 2026
    Cohere releases Rerank 5 with passage-level retrieval and calibrated scores
    ParameterBeforeNow
    Context Focus (passage-level retrieval)Not specifiedNew feature: single Rerank call returns scored text spans within documents, not just document-level scores
    BRIGHT benchmark score (reasoning-intensive retrieval)Rerank 4 Pro: 69.8 (82.2 minus 12.4 gain)Rerank 5 Pro: 82.2
    Relevance score calibrationUncalibrated scores, model-specific thresholdsCalibrated probability scores: 0.7 means ~70% chance document is useful
    Throughput (Fast vs Pro)Not specifiedRerank 5 Fast: ~187 docs/sec on A100, 2.9x throughput of Pro, ~3x faster response times
    PricingNot specified$0.05 per 1M tokens (Pro), $0.02 per 1M tokens (Fast)

News

Models· Important· 🧪 Worth Testing

Cohere releases Rerank 5 with passage-level retrieval and calibrated scores

Cohere launched Rerank 5, its newest enterprise reranking models, in Pro and Fast tiers. Rerank 5 Pro leads major public benchmarks including BRIGHT, ViDoRe V3, BEIR and nanoMTEB, while Rerank 5 Fast offers near-leading quality at lower cost and higher throughput. The release introduces Context Focus, which returns the most relevant text spans within documents rather than whole documents, and calibrated relevance scores that read as probabilities across models and domains.

Cohere
Rerank 5 Pro / Rerank 5 Fast · TENESYS AI NEWS