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docs: fix typos across guides, tutorials and integrations - #3117

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docs: fix typos across guides, tutorials and integrations#3117
toyeshhm wants to merge 3 commits into
confident-ai:mainfrom
toyeshhm:docs/fix-typos

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@toyeshhm

@toyeshhm toyeshhm commented Aug 25, 2026

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Fifteen corrections across the docs.

Worth a second look:

  • The G-Eval use-case tables have two different misspellings of the same column header — Critera and Critiera — both meant Criteria.
  • criterias on the answer-correctness guide is already plural; changed to criteria.
  • behavious -> behavior, matching the American spelling the docs use elsewhere (174 occurrences vs 31 British).

The rest of the spelling fixes: Youn, functionalies, retrive, perfoms, and two instances of everytime -> every time.

The second commit fixes four repeated words: "of the the MMLU benchmark", "perfect for for subjective tasks", "MeetingSummarizer to to use", and "the number of of text chunks".

One small grammar fix on the same line as the Weaviate typo: "This parameters include" -> "These parameters include".

Eleven corrections, all single-word except one:

- `Critera` / `Critiera` in the G-Eval use-case tables, both meant `Criteria`
- `criterias` -> `criteria` (already plural)
- `behavious` -> `behavior`, matching the American spelling used elsewhere
- `Youn`, `functionalies`, `retrive`, `perfoms`, and two `everytime` -> `every time`

The Weaviate page also read "This parameters include"; changed to "These".
Copilot AI lite review requested due to automatic review settings August 25, 2026 19:28
@vercel

vercel Bot commented Aug 25, 2026

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@toyeshhm is attempting to deploy a commit to the Confident AI Team on Vercel.

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Pull request overview

This PR corrects multiple typos/wording issues across the documentation (guides, tutorials, integrations, and blog posts) to improve readability and consistency.

Changes:

  • Fixes spelling/wording issues such as “everytime” → “every time”, “behavious” → “behavior”, and “criterias” → “criteria”.
  • Standardizes the G-Eval use-case table column header spelling to “Criteria”.
  • Applies a small grammar correction in the Weaviate integration doc.

Reviewed changes

Copilot reviewed 7 out of 9 changed files in this pull request and generated 1 comment.

Show a summary per file
File Description
docs/content/tutorials/summarization-agent/evaluation.mdx Fixes “everytime” → “every time” in dataset explanation.
docs/content/tutorials/rag-qa-agent/evaluation.mdx Fixes “behavious” → “behavior” in a note about hyperparameters.
docs/content/tutorials/medical-chatbot/improvement.mdx Fixes “perfoms” → “performs” in tutorial narrative.
docs/content/tutorials/medical-chatbot/evals-in-prod.mdx Fixes “retrive” → “retrieve” inside a Python snippet docstring (but leaves a quoting issue).
docs/content/tutorials/medical-chatbot/development.mdx Fixes “functionalies” → “functionalities” in intro text.
docs/content/integrations/vector-databases/weaviate.mdx Fixes “Youn” → “You” and “This parameters” → “These parameters”.
docs/content/guides/guides-answer-correctness-metric.mdx Fixes “criterias” → “criteria” in the guide narrative.
docs/content/blog/top-5-geval-use-cases.mdx Fixes “Critera/Critiera” → “Criteria” in tables.
docs/content/blog/deepeval-vs-ragas.mdx Fixes “everytime” → “every time” in the blog post narrative.

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@observe(metrics=[ContextualRelevancyMetric()], type="retriever")
def query_engine(self, query: str) -> str:
""""A tool to retrive data on various diagnosis methods from gale encyclopedia"""
""""A tool to retrieve data on various diagnosis methods from gale encyclopedia"""
"of the the MMLU benchmark", "perfect for for subjective tasks",
"MeetingSummarizer to to use", and "the number of of text chunks".
The docstring opened with four quotes, so the snippet raised a
SyntaxError if copied.
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2 participants