[nightcityblade]

Description

Closes #2285.

Correct the inverted MinHash-LSH tuning guidance for num_bands and minhashes_per_band. The stricter and looser examples now follow the documented threshold approximation, and the math tutorial uses the same directions.

Validation:

• npm run check -- --warnings (0 errors; the unauthenticated redirects check is the only warning)
• pre-commit run --files fern/versions/main/pages/curate-text/process-data/deduplication/fuzzy.mdx tutorials/math/README.md
• Threshold assertion: strict 0.835 > default 0.794 > loose 0.725

Usage

N/A — documentation-only correction.

Checklist

• I am familiar with the Contributing Guide.
• New or Existing tests cover these changes.
• The documentation is up to date with these changes.

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[greptile-apps]

Greptile Summary

Corrects the fuzzy-deduplication tuning guidance so stricter and looser MinHash-LSH configurations align with the documented threshold approximation.

• Reverses the num_bands and minhashes_per_band strictness directions in the fuzzy-deduplication guide.
• Updates configuration examples and the math tutorial to use consistent guidance.

Confidence Score: 5/5

The documentation-only correction appears safe to merge.

No blocking failure remains.

Important Files Changed

Filename	Overview
fern/versions/main/pages/curate-text/process-data/deduplication/fuzzy.mdx	Corrects the strictness guidance, adds the threshold approximation, and updates examples consistently.
tutorials/math/README.md	Aligns the tutorial's LSH tuning directions with the corrected threshold behavior.

_{Reviews (2): Last reviewed commit: "Merge branch 'main' into fix/issue-2285" | Re-trigger Greptile}

[github-actions]

🌿 Preview your docs: https://nvidia-preview-fix-issue-2285.docs.buildwithfern.com/nemo/curator

Here are the markdown pages you've updated:

• nemo/curator/curate-text/process-data/deduplication/fuzzy

[ayushdg]

/ok to test 59e6b38

[nightcityblade]

Thank you for the review and approval. All required checks are now green, and the PR is ready to merge when convenient.