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About the role
<h3><strong>Project Overview</strong></h3>
<p>We are sourcing independent LaTeX Specialists to provide their expertise for an AI benchmark evaluation project. As AI models increasingly generate complex long-form content that blends mathematical and technical formatting with creative prose, their quality relies entirely on robust, expert-reviewed training data. The objective of this project is to autonomously evaluate, rewrite, and refine AI-generated text to meet specific stylistic guidelines while ensuring flawless LaTeX rendering and proper markdown formatting.</p>
<h3><strong>Project Deliverables & Scope</strong></h3>
<p>Operate autonomously to audit, edit, and refine complex AI outputs. Expected deliverables include:</p>
<ul>
<li><strong>LaTeX & Math Rendering Correction:</strong> Identifying and correcting malformed LaTeX expressions, unclosed environments, and inaccurate mathematical notations within text.</li>
<li><strong>Stylistic Rewriting & Editing:</strong> Rewriting AI-generated text to meet strict stylistic, structural, and creative requirements, ensuring engaging prose, varied sentence structure, and pristine grammar.</li>
<li><strong>Markdown Formatting:</strong> Fixing broken markdown elements, including unclosed code blocks, inaccurate language tags, headers, and list numbering to ensure flawless structural formatting.</li>
<li><strong>Consistent Rubric Application:</strong> Applying complex, multi-part evaluation rubrics consistently across high volumes of tasks to generate clean, reliable data for model training.</li>
<li><strong>Localization & Standardization:</strong> Ensuring all generated text adheres strictly to spelling, grammar, and formatting conventions.</li>
</ul>
<h3><strong>Required Expertise</strong></h3>
<p>To successfully fulfill the deliverables of this project, Contractors must possess strong technical formatting capabilities paired with a sharp editorial eye.</p>
<p><strong>Core skillset includes:</strong></p>
<ul>
<li>Familiarity with LaTeX syntax, specifically the ability to accurately spot and correct malformed mathematical expressions and technical notations.</li>
<li>Native or near-native English proficiency with a solid grasp of US spelling, grammar, and formatting conventions.</li>
<li>A strong background in creative writing, editing, fiction, journalism, copywriting, or similar fields.</li>
<li>Hands-on experience with Markdown formatting, including the proper structuring of code blocks, headers, and lists.</li>
<li>A meticulous, detail-oriented approach with the ability to confidently navigate and follow multi-part rubrics across high task volumes.</li>
</ul>
<p>We offer a pay range of $8-to-$30 per hour, with the exact rate determined after evaluating your experience, expertise, and geographic location. Final offer amounts may vary from the pay range listed above. As a contractor you’ll supply a secure computer and high‑speed internet; company‑sponsored benefits such as health insurance and PTO do not apply.</p>
<p><strong>Engagement Type:</strong> Freelance / Independent Contractor</p>
<p><strong>Workplace Type:</strong> Remote</p>
Perks & benefits
- Medical Insurance
- Paid Time Off
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