Generalist - English & Chinese (Mandarin)
Mercor • Remote, Malaysia, United States, China
Education
Master's
Type
Hourly
Pay Rate
$16–$36/hr
Listed
266d ago
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From the Mercor listing
Location: Geography restricted to Taiwan, Malaysia, USA Type: Full-time or Part-time Contract Work Fluent Language Skills Required: English & Chinese (Mandarin)
Why This Role Exists
- Evaluate LLM-generated responses on their ability to effectively answer user queries
- Conduct fact-checking using trusted public sources and external tools
- Generate high-quality human evaluation data by annotating response strengths, areas for improvement, and factual inaccuracies
- Assess reasoning quality, clarity, tone, and completeness of responses
- Ensure model responses align with expected conversational behavior and system guidelines
- Apply consistent annotations by following clear taxonomies, benchmarks, and detailed evaluation guidelines
- You hold a Bachelor’s degree
- You are a native speaker or have ILR 5/primary fluency (C2 on the CEFR scale) in Chinese (Mandarin)
- You have significant experience using large language models (LLMs) and understand how and why people use them
- You have excellent writing skills and can clearly articulate nuanced feedback
- You have strong attention to detail and consistently notice subtle issues others may overlook
- You are adaptable and comfortable moving across topics, domains, and customer requirements
- You have a background or experience in domains requiring structured analytical thinking (e.g., research, policy, analytics, linguistics, engineering)
- You have excellent college-level mathematics skills
- Prior experience with RLHF, model evaluation, or data annotation work
- Experience writing or editing high-quality written content
- Experience comparing multiple outputs and making fine-grained qualitative judgments
- Familiarity with evaluation rubrics, benchmarks, or quality scoring systems
- You identify factual inaccuracies, reasoning errors, and communication gaps in model responses
- You produce clear, consistent, and reproducible evaluation artifacts
- Your feedback leads to measurable improvements in response quality and user experience
- Mercor customers trust the quality of their AI systems because your evaluations surface issues before public release
Requirements
- Must be eligible to work in one of: Remote, Malaysia, United States, etc.
- Fluent proficiency in English (Written & Verbal)
- Reliable high-speed internet connection
How long hiring takes
Across the AI training platforms we refer candidates to, the median gap between referral and hire is about 30 days. It varies by platform and role, so treat it as a rough guide for this one.
Talent Pool members
Apply through this link and we can put you forward to Mercor when your profile is a strong match. Not every applicant is submitted. If you're not in the pool yet, set up your profile first.
Set up your profile →Eligible Languages
Fluent proficiency in one or more of: Chinese, English, Malay, or Mandarin
Why this role
This Generalist - English & Chinese (Mandarin) role runs entirely remote at $16–$36/hr, so your location stops being a factor in whether you can do Mathematics work for an AI lab.
Talent pool
We're light on Mathematics candidates
We've matched 65 people with a Mathematics background against 726 Mathematics listings we've tracked, so most go out without one. Set up a profile and we'll consider you for a role like this one.
Set up your profileSkills and categories
Explore other opportunities in related specializations:
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Common questions
Is Mercor for freelancers or full-time contractors?
Mercor places you with one client for a defined engagement, like 'Python Tutor for 3 months', rather than having you grab small tasks from a shared queue. Most roles function as steady contract work, not one-off gigs.
Does Mercor's application require an on-camera interview?
Yes, every applicant records a video interview with an AI interviewer that asks questions about your resume. Clients review that recording to judge communication skills before matching, so there's no way to apply without going on camera.
What does asynchronous AI training work mean in practice?
No set hours, no check-ins, no meetings. You log in when you want, pick up an available task, complete it, and submit; nobody is waiting on you in real time. That's different from remote employment, where you're expected online during business hours. The tradeoff: you're competing with others for available tasks, so an empty queue means there's simply nothing to do until more work is released.
What does Mathematics work look like for a Generalist - English & Chinese (Mandarin)?
Tasks here are scoped to Mathematics, not generic labeling. As a Generalist - English & Chinese (Mandarin), expect to draw on real domain judgment (evaluating outputs, correcting errors, or providing expert reasoning specific to Mathematics) rather than following a one-size-fits-all rubric. If you don't have hands-on Mathematics background, this is likely not the right listing to start with.
What specific skills does this listing call for?
Chinese, English, Malay, and Mandarin are named directly in the listing. If you don't have hands-on experience with these, expect the screening process to test for them directly rather than accepting adjacent experience as a substitute.
How much does this specific role pay?
This listing is posted at $16–$36/hr, an hourly rate. The range reflects experience level and negotiated terms, not a placeholder, so where you land in it depends on your background and the assessment. Pay can change between when we last checked the listing and when you apply, so confirm the current number on the platform's own application page before committing time.
Do I need to be fluent in Chinese, English, Malay, or Mandarin?
Yes. This role specifically requires Chinese, English, Malay, or Mandarin proficiency, on top of the English most AI training work assumes by default. If Chinese is not a language you're fluent in, this is not the right role. Filter for your native language to find better-matched listings.
What happens when I click Apply on this listing?
You'll be taken to Mercor's external site to complete your application there. This listing links through a referral, but the process is identical to applying directly; the link just routes you correctly. Create an account on their site and follow their onboarding steps.
Do I need a Master's to qualify?
This role lists a master's degree as a requirement. In practice, the domain assessment is the real gate. If you can pass it, the degree is usually secondary. However, some platforms verify credentials formally, so list your actual qualifications accurately on your profile.
Can I apply from outside Malaysia, the United States, or China?
This specific role is open only to people based in Malaysia, the United States, and China. If you are somewhere else, applying is unlikely to lead to an offer even if you pass the assessment, because the restriction is usually about where the work can legally be contracted rather than your skills. Read the full description for any tax-residency or right-to-work caveats before you apply, since they can differ by country.
How soon will I start working after applying to Mercor?
Not immediately. Mercor is a talent marketplace, not a task queue, so applying puts you in a pool of candidates. You start working only once a specific client, like a major AI lab, selects your profile, and that matching process can take weeks.