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@pwoznic pwoznic commented Oct 1, 2025

Adds content for the new Qwen3 and Mixbread rerankers.

@pwoznic pwoznic requested a review from Copilot October 1, 2025 18:31
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Pull Request Overview

This PR adds support for two new neural reranking models (Qwen3 and Mixbread) to the Vectara platform, with Qwen3 becoming the new default reranker for SaaS deployments.

  • Introduces Qwen3 and Mixbread rerankers as new options for improving search result relevance
  • Updates documentation to reflect the new default reranker and provide guidance on model selection
  • Adds comprehensive examples and best practices for using the new reranking models

Reviewed Changes

Copilot reviewed 4 out of 4 changed files in this pull request and generated 1 comment.

File Description
www/docs/release-notes.mdx Adds release notes announcing the new Qwen3 and Mixbread rerankers
www/docs/learn/vectara-multi-lingual-reranker.md Updates content to reflect new reranker options and removes outdated superlatives
www/docs/learn/knee-reranking.md Adds example showing knee reranking compatibility with new Qwen3 reranker
www/docs/api-reference/search-apis/reranking.md Restructures reranker documentation with comprehensive table and adds usage examples for new models

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Vectara currently provides the following rerankers:
Vectara offers multiple reranking models that enable you to choose the best one
that for your data and use case. You can evaluate different models
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There's a grammatical error in line 25-26. 'the best one that for your data' should be 'the best one for your data' - remove the word 'that'.

Suggested change
that for your data and use case. You can evaluate different models
for your data and use case. You can evaluate different models

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@pwoznic pwoznic requested a review from husseinVectara October 1, 2025 18:33
@pwoznic pwoznic marked this pull request as ready for review October 1, 2025 18:33
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