Voyage AIVoyage Rerank 3

rerank-3-lite

Rerank 3 Lite is the smaller release in the third-generation reranking pair. It targets lower latency while retaining instruction following.

Model design

The launch positions Lite near the earlier full rerank-2.5 model in retrieval quality. It retains the 32,000-token pair limit and aligns score distributions with its 2.5-series predecessor. These are provider evaluation results, not guarantees for each corpus.rerank-3 and rerank-3-lite

Practical use

Practical guidance. Tune the candidate count and document length together for an interactive search flow. Measure how often the desired passage reaches the final few results. That result matters more to a reader than a small average score change.

Specifications & access

rerank-3-lite specifications
DetailValue and conditions
Launch date
AccessAPI
Atlas active date29 September 2026MongoDB Voyage AI model lifecycle: Atlas scope and release history
Query limit8,000 tokensVoyage AI reranking API and earlier models

Related models

  • rerank-2.5-lite

    Voyage AI · Voyage Rerank 2.5

    Smaller instruction-following reranker with long-document support.

    Launch date API
  • rerank-2.5

    Voyage AI · Voyage Rerank 2.5

    Reranker that follows natural-language ranking criteria.

    Launch date API
  • rerank-3

    Voyage AI · Voyage Rerank 3

    Instruction-following reranker with a 32,000-token pair limit.

    Launch date API