PDF Annotation & Transcription Experts – Odiya

Mercor

United States

Remote

USD 25,000 - 39,000

Full time

4 days ago
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Job summary

Mercor seeks native Odiya speakers for a rigorous document annotation project. You will transcribe and bound page regions with exact script, maintain reading order across multi-column layouts, and flag illegible content.

Collaboration includes two-expert reviews to ensure character-level accuracy and consistency across hundreds of pages. Experience with annotation, transcription, localization, or proofreading is valued.

Qualifications

  • Character-level accuracy matters in all work.
  • Native fluency in Odiya with script and diacritics.
  • Experience with annotation, transcription, localization, or proofreading.
  • Ability to handle multi-column layouts and diverse documents.

Responsibilities

  • Open tasks and verify page is in Odiya and legible.
  • Annotate structure and bound regions with type and reading order.
  • Record relationships between regions and figures/tables.
  • Transcribe faithfully in Odiya script, noting illegible content.
  • Capture page metadata and participate in peer reviews.

Skills

Annotation
Transcription
Localization
Proofreading
Regional-language data

Tools

Unicode normalization
OCR correction

Job description

Fluent Language Skills Required: Odiya

Native fluency in Odiya (Oriya), including full command of Odiya script and orthography, is required for this position. All annotation and transcription work is performed in Odiya.

Why This Role Exists

Document understanding breaks down fastest in the languages that parsing and vision-language models rarely see. This project builds training data for exactly those languages: Odiya, alongside four other Indic scripts, Japanese and Korean. Each task takes a real, publicly available PDF page and produces a complete structural map of that page, paired with a faithful transcription of every text region in the original script. The dataset deliberately concentrates on the material models handle worst: handwriting, dense multi-column layouts, tables, diagrams, and mixed-script pages. Documents are drawn from newspapers, textbooks, examinations, and everyday formats such as flyers, forms, manuals, menus, brochures, notices and worksheets, so that the corpus reflects the real diversity of Odiya documents rather than a narrow band of easily parsed ones. Delivered work is human-authored throughout. Component identification, component typing, reading order and all transcription are performed by people, not generated by parsing models.

What You'll Do
  • Open and check a task: pages are provided, so you do not source documents yourself. We find the PDFs and upload them for you. Before annotating, confirm the page is in Odiya, is legible, has real content, and shows no personal details.
  • Annotate structure: identify and bound every meaningful region of the page - document title, section heading, paragraph, list, table, figure, diagram, caption, formula, question, answer field - and assign each a component type and a reading-order index.
  • Record relationships: link each region to the figure or table it belongs to through a parent component identifier.
  • Transcribe faithfully: reproduce all text exactly as it appears in Odiya script, including handwritten content, flagging any region where the source is not legible.
  • Capture page metadata: language, document type, source, page dimensions, and flags for tables, formulas and handwriting.
  • Review a colleague's work: every task is reviewed end to end by a second Odiya expert, and experienced annotators take on that review.
Who You Are
  • You are a native Odiya speaker with full command of the script, its diacritics and its conjunct forms.
  • You have worked with documents: annotation, transcription, translation, localization, subtitling, proofreading, journalism, or regional-language data review.
  • You are exact: character-level accuracy matters more here than speed, and a single wrong diacritic is a defect.
  • You are systematic: you apply a taxonomy consistently across hundreds of pages rather than improvising per document.
  • You are comfortable with unfamiliar layouts: multi-column newspapers, exam papers, handwritten forms.
Nice-to-Have Specialties
  • Regional-language AI data: annotation, labeling, grading, or bilingual evaluation for training datasets.
  • Transcription and localization: MTPE, subtitling, bilingual QA, OCR correction or post-editing.
  • Document production: typesetting, copy-editing, proofreading, or digitization of Odiya-language material.
  • Script and encoding: Unicode normalization, Odiya input methods, numeral-form and character-form accuracy.
What Success Looks Like
  • Every meaningful region on the page is captured, correctly bounded and correctly typed.
  • Reading order reflects how the page is actually read, including across columns.
  • Transcriptions match the source character for character, in Odiya script rather than transliteration.
  • Your tasks pass second-expert review the first time.
  • Unsuitable pages are flagged up front rather than after thirty minutes of work.
Why Join Mercor

Build the training data that makes document AI work in scripts it currently handles badly. Work from real published Odiya documents rather than synthetic or templated pages. Quality leads on this project: accuracy is the first measure, with handling time tracked alongside it.

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