Automated metrics can't judge whether Spanish text actually sounds right: tone, idiom, cultural nuance, and the thousand small choices a native speaker makes without thinking.
Remote AI & Data Training Jobs in United States 2026
3113 remote jobs open to candidates in United States in AI & Data Training. Updated daily.
Korean punishes the mistakes AI loves to make: it mixes speech levels, sliding between formal and casual within a single exchange, and drops or misplaces the particles that carry meaning. The honorifics a native speaker chooses without thinking are exactly where the model slips.
Vietnamese is unforgiving of the small errors AI makes constantly: it drops or misplaces the tone diacritics that change a word entirely, and it stumbles over the pronoun system, where the right term depends on age and relationship.
Thai gives AI little room: words run together without spaces, tone carries meaning, and the politeness particles shift with who is speaking.
AI can string together grammatical Mandarin and still read as foreign: it fumbles measure words, reaches for stiff textbook phrasing, and drops idioms like chengyu at the wrong pitch.
Japanese exposes AI quickly: it mishandles keigo, mixing polite, humble, and honorific speech in ways that would embarrass a real speaker, and it fumbles counters and particles.
Most of what models get wrong isn't specialist knowledge. It's careful reading, clear writing, and common-sense judgment, and that's exactly what this role supplies. As a Generalist you'll review and rate AI responses across a wide range of everyday topics.
1. Project type Code-switching recording is the practice of alternating between two languages within a single conversation.
We are looking for US-based experienced, certified HCC risk adjustment coders to join our contractor network. You will review medical records, validate AI-suggested diagnoses, assign ICD-10-CM codes, and document MEAT evidence per CMS V28 model standards — all within our…
AIxBlock Inc. is a U.S.-based AI company working with Fortune 100 clients. We are looking for contributors to help record real daily household activities using a smartphone.
AIxBlock is recruiting freelancers to participate in a global Face Motion Video collection project for a tech-giant enterprise client. This is a one-time task: a few minutes of setup + a 10–20 second recording.
We’re hiring remote freelancers for a Code-Switching Recording Project at AIxBlock. What you’ll do Record natural 2-person conversations that switch between two languages in the same dialogue.
(Native Japanese Writing Experts Only) We are seeking for native Japanese writing experts to contribute to the training of AI models aimed at enhancing writing capabilities.
(Native Korean Writing Experts Only) We are seeking for native Korean writing experts to contribute to the training of AI models aimed at enhancing writing capabilities.
(Native Tagalog Writing Experts Only) We are seeking for native Tagalog writing experts to contribute to the training of AI models aimed at enhancing writing capabilities.
(C++, C#, Python, Java, Javascript) We are seeking experienced software engineers and coders to be part of the artificial intelligence (AI) revolution.
We are seeking experienced professionals from STEM fields (Mathematics, Physics, Chemistry, Mechanical Engineering) to join the artificial intelligence (AI) revolution.
Are you ready to turn your time into a steady stream of earnings? Appen is on the lookout for individuals like you to take on a variety of tasks, including annotations, classifications, categorizations, sentiment analysis, and more. Why Join Appen?
Evaluate the quality, correctness, and hardware-appropriateness of Neuron Kernel Interface (NKI) development tasks used to train and evaluate a frontier AI lab's models.
Evaluate the quality, correctness, and completeness of GPU/accelerator kernel development tasks used to train and evaluate a frontier AI lab's models.
Evaluate the quality, fidelity, and completeness of vulnerability-reproduction and remediation tasks used to train and evaluate a frontier AI lab's models.
Legal Domain Expert – Employment & Labor Law Engagement Overview We are seeking an experienced Employment & Labor Law Legal Domain Expert with strong expertise in United States Federal and State Employment & Labor Law to support the evaluation of advanced AI systems.
Legal Domain Expert – Securities Law Engagement Overview We are seeking an experienced Securities Law Legal Domain Expert with strong expertise in United States Federal Securities Law and financial-services regulation to support the evaluation of advanced AI systems.
Contract | Remote, worldwide | $100-$200/hour depending on experience and location | 10-20 hrs/week Please note that eligibility may vary depending on your location, as some regions may not be supported by the client.