Bengali Transcription and Annotation Expert

Mercor; New York (NY); On-site; USD 42,000 - 64,000; Full time

Job summary

Mercor is seeking a meticulous Bengali annotator to structure and transcribe Bengali documents with pixel-perfect accuracy. You will identify and bound sections such as titles, headings, paragraphs, lists, tables, and figures, while preserving exact script and reading order across multi-column layouts.

Ideal candidates are native Bengali speakers with experience in annotation, proofreading, or localization, delivering consistent accuracy through peer reviews and document diversity.

Qualifications

• Must be a native Bengali speaker with full command of Bengali script and orthography.
• Character-level accuracy matters; diacritics and conjunct forms must be correct.
• Experience with document annotation, transcription, or localization is preferred.

Responsibilities

• Open and verify task pages to ensure Bengali content and legibility.
• Annotate page structure: bound regions with type and reading order index.
• Record relationships by linking regions to their parent figures/tables.
• Transcribe text exactly as Bengali script, flag illegible content.
• Capture page metadata: language, document type, source, dimensions, and handwriting/handwriting flags.
• Review colleague's work through second-expert review.

Skills

Native Bengali

Attention to detail

Annotation experience

Job description

Fluent Language Skills Required:

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

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: Bengali, 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 Bengali 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 Bengali, 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 Bengali 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 Bengali expert, and experienced annotators take on that review

Who You Are

• You are a native Bengali 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 Bengali-language material

• Script and encoding: Unicode normalization, Bengali 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 Bengali 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 Bengali documents rather than synthetic or templated pages

• Quality leads on this project: accuracy is the first measure, with handling time tracked alongside it