$10–11/hr · Mercor · Hourly, 20 hours a week
You annotate Bengali PDF pages with structural markup and produce faithful character-level transcriptions to train AI document-understanding systems.
What you would do
- Identify and bound every meaningful region on the page (titles, sections, paragraphs, lists, tables, figures)
- Classify each region consistently using a defined component taxonomy
- Document reading order and relationships between regions
- Transcribe all text exactly as it appears in native Bengali script and diacritics
- Flag regions with handwriting or legibility issues and record page metadata
Who they want
- Native Bengali speaker with complete command of Bengali script and diacritics
- Background in annotation, transcription, translation, localization, or proofreading
- Character-level accuracy orientation; precision valued over speed
- Comfort with unfamiliar layouts including multi-column pages, handwritten forms, and mixed-script documents
- Familiarity with document production, OCR, or regional-language AI data work preferred
What the interview asks about
1.Bengali script and orthography mastery
AI models learn from transcription accuracy; this tests whether your Bengali command includes diacritics, conjunct forms, and numeral variants.
For example: “A Bengali page contains a word with a complex conjunct form and multiple diacritics. You're unsure whether you're reading it correctly. How would you verify the correct transcription?”
2.Complex page layout navigation
Real Bengali documents have multi-column layouts, sidebars, figures with captions, and mixed scripts; this tests whether you can handle that complexity.
For example: “A newspaper page has three columns of text, a sidebar with a different font, a photograph with a caption in Bengali, and an embedded advertisement. How would you annotate the reading order and region boundaries?”
3.Taxonomy consistency over hundreds of pages
Dataset quality requires consistent classification; this tests whether you apply the same rules even when documents vary widely.
For example: “You've annotated 200 pages. You notice that what you called a 'caption' on page 1 could also be classified as a 'note' or 'label.' How would you decide and how would you handle earlier pages?”
4.Handwriting recognition and legibility judgment
Training data must accurately reflect what can and cannot be read; this tests whether you distinguish handwriting confidence from evasion.
For example: “A page has handwritten Bengali text in the margin. The handwriting is legible but ambiguous in a few characters. Do you transcribe your best guess, flag it as unclear, or skip it?”
5.Quality review and error identification
Every annotation is peer-reviewed; this evaluates whether you can spot errors in others' work systematically.
For example: “You're reviewing a colleague's annotations of a table-heavy page. You notice they've classified one column header as a separate region, but you think it belongs to the table. How would you document that concern?”
A task you may get
Annotate a 1-2 page Bengali document sample, identifying regions, applying consistent component classification, and transcribing all text accurately in Bengali script.
How to prepare
- Review a Bengali document style guide or annotation taxonomy to understand classification principles
- Collect 3-4 real Bengali documents in various formats (newspaper, textbook, form) to practice on
- Prepare a checklist of common Bengali orthographic elements to verify your accuracy
The facts
- Pay
- $10–11/hr
- Hours
- Hourly, 20 hours a week
- Where
- Remote
- Open to
- IND
- Field
- Miscellaneous
- Project name
- Neon
- Posted
- 9/2/2026
- Places left
- 10
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