Automated metrics can't judge whether Arabic text actually sounds right: tone, idiom, cultural nuance, and the thousand small choices a native speaker makes without thinking.
Remote Language Data Jobs in United States 2026
509 remote jobs open to candidates in United States in Language Data. Updated daily.
Automated metrics can't judge whether Portuguese text actually sounds right: tone, idiom, cultural nuance, and the thousand small choices a native speaker makes without thinking.
Automated metrics can't judge whether Hindi text actually sounds right: tone, idiom, cultural nuance, and the thousand small choices a native speaker makes without thinking.
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.
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.
1. Project type Code-switching recording is the practice of alternating between two languages within a single conversation.
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.
Perle is an AI infrastructure company building expert-driven training data, evaluation systems, and applied AI products for the world's leading labs and enterprises.
Prolific is not just another player in the AI space – we are building the biggest pool of quality human data in the world.
Prolific is not just another player in the AI space – we are building the biggest pool of quality human data in the world.
What if your knowledge Spanish languagecould help improve the AI. WHAT YOU'LL DO Review, evaluate, and validate AI-generated content and data according to project guidelines. Compare AI-generated outputs and identify the most accurate, relevant, or high-quality result.
Prolific is not just another player in the AI space – we are building the biggest pool of quality human data in the world.
Prolific is not just another player in the AI space – we are building the biggest pool of quality human data in the world.
In this hourly-paid, fully remote contractor role, you will review AI-generated responses and/or generate language content, evaluate reasoning quality and step-by-step problem-solving, and provide expert feedback so outputs are accurate, logical, and clearly explained.
In this hourly, remote contractor role, you will work as an English Quality Assurance Lead (QAL) to oversee quality, consistency, and trainer performance across AI training projects.
In this hourly, remote contractor role, you will work as a Turkish Quality Assurance Lead (QAL) to oversee quality, consistency, and trainer performance across Turkish AI training projects.
In this hourly, remote contractor role, you will work as a Ukrainian Quality Assurance Lead (QAL) to oversee quality, consistency, and trainer performance across Ukrainian AI training projects.