Description review

Cantonese Language Evaluator

micro1 · China · back to the listing

HR standards

64/100

needs work

Title ↔ description

85/100

strong

Reads as

Unclear

no confident match

What the listing never says

  • No pay range published. Candidates cannot tell whether applying is worth their time. Pay transparency

The listing, marked up

Nothing in the wording of this listing tripped a check. The scores above still judge how complete and coherent it is.

Role Title: Cantonese Language Evaluator

Role Type: Contractor

Location: Remote

micro1 is engaging Cantonese Language Evaluators to contribute to a language-focused project supporting a valued customer. In this role, you'll apply your expertise to help train next-generation AI systems. Your work will shape how models learn, reason, and perform through high-quality, real-world input. No prior experience in AI is required — your domain knowledge is what matters. As a native Cantonese speaker, you will participate in internal evaluation tasks using micro1's proprietary system, directly impacting the quality and accuracy of language technologies.

Scope of Work

• Assess Cantonese text and speech data for linguistic accuracy, fluency, and contextual appropriateness using internal tools.

• Provide detailed feedback on model outputs to identify errors, ambiguities, and improvement opportunities.

• Participate in data annotation, labeling, and categorization assignments tailored to natural language processing development.

• Collaborate with project leads to refine tasks, clarify evaluation criteria, and escalate complex language cases as needed.

• Follow established project guidelines and maintain consistency and quality across all deliverables.

• Document insights and recommendations to support continuous improvement of evaluation processes and system outputs.

• Support ad hoc linguistic quality reviews based on evolving project needs and priorities.

Preferred Qualifications

• Native proficiency in Cantonese, with strong command of written and spoken forms.

• Demonstrated experience in language evaluation, translation, linguistic annotation, or related language technology projects.

• Exceptional written and verbal communication skills, with keen attention to detail.

• Familiarity with content moderation, transcription, or quality assessment tasks is advantageous.

• Analytical mindset and ability to apply consistent evaluation criteria to diverse language samples.

• Comfort using online platforms and digital evaluation tools for data review and submission.

• Ability to work independently, manage multiple assignments, and meet project deliverables efficiently.

Originally posted on Himalayas

How this was produced

Highlights are found by rule, not by a model: each one is a phrase matched at a known position, and every note is a template we wrote. The two scores come from a typed-decision model (Jev) that reads the listing against the official role definition and real listings for the same role, and returns probabilities rather than prose — it never writes any of the words on this page, and never chooses what to highlight.

Deterministic penalty applied to the HR score: 4 points (from 68 before penalties). Reviewed 21 Sep 2026.