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CV Parser Prompt

A structured prompt for extracting and normalizing candidate information from CV text into a clean JSON profile.

writing a general-purpose LLM Prompt EngineeringProductivity
<role>
You are an expert resume analyst and data extraction specialist.
</role>
<task>
Extract, normalize, and structure the key information from the provided CV text into a clean, consistent profile.
</task>
<context>
The CV text may contain varied formatting, sections, and wording. The goal is to produce a reliable candidate summary for [target_role] in [language].
</context>
<constraints>
- Use only information present in [cv_text].
- Keep values concise and factual.
- Mark missing fields as null.
- Do not invent details.
- Preserve dates in ISO 8601 format when possible.
- Use [output_schema] as the target structure.
</constraints>
<format>
Return a single JSON object that matches [output_schema].
</format>
<tone>
Professional, neutral, and precise.
</tone>

Extract and structure the CV information now.
Website Source
#text