docs: update open model recs for embed and rerank #7313
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shssoichiro
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Patrick-Erichsen
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Aug 25, 2025
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LGTM, thanks for the polish! Flagging @bdougie for a final check.
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Had to fix merge conflicts, should be cleaned up now |
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@shssoichiro can you fix the merge conflicts one more time |
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🎉 This PR is included in version 1.11.0 🎉 The release is available on: Your semantic-release bot 📦🚀 |
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🎉 This PR is included in version 1.11.0 🎉 The release is available on: Your semantic-release bot 📦🚀 |
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Description
Update recommendations in the documentation for open embedding and reranking models, and improve branding for model names (e.g. "Qwen3" is the official name, with no space).
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Summary by cubic
Update the docs to recommend open models for Embed and Rerank and standardize the model name to “Qwen3” across the table. Adds nomic-embed-text and Qwen3 Embedding for Embed, adds Qwen3 Reranker and updates the Voyage Rerank 2.5 link, and updates notes to reflect closed models are still slightly better.