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REQUIREMENT_ID_129 โ€ข 3-DAY_ACTIVE_POLICY

PDF Annotation & Transcription Experts โ€“ Telugu

Company
Company Mercor
Type
Opportunity Type Full-Time Job
Salary
Stipend / Salary $12.68 per hour
Location
Location Remote
Posted Date
Posted Date Yesterday
Native Telugu fluency transcription accuracy PDF annotation attention to detail knowledge of Telugu orthography familiarity with OCR postโ€‘editing ability to work independently strong communication
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Aptitude and Reasoning Practice Open Resource โ†—
Enhances analytical thinking and problemโ€‘solving skills useful for detailed annotation tasks.
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Interview Preparation Guide Open Resource โ†—
Provides insights into common interview questions and strategies for technical roles.
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Exam Preparation Resources Open Resource โ†—
Offers structured practice for examโ€‘style questions, aiding quick comprehension of complex documents.

Bachelorโ€™s degree in any discipline (or equivalent experience). Native Telugu speaker with full command of Telugu script and diacritics. Proven experience in transcription, annotation, or related document work is preferred. No backlog policy; candidates must demonstrate consistent accuracy and reliability.

1
Round 1: Technical annotation task and transcription sample
2
Round 2: Peer review and secondโ€‘expert evaluation
3
Round 3: HR interview
Mercor is a leading AIโ€‘training partner that collaborates with top research labs and enterprises to build highโ€‘quality datasets for nextโ€‘generation document understanding models. The company focuses on underโ€‘represented scripts and languages, creating diverse, humanโ€‘verified training data that powers commercial and academic AI solutions. With a distributed workforce and a strong emphasis on quality over speed, Mercor empowers specialists to contribute to cuttingโ€‘edge research while enjoying flexible, remote work arrangements. The role of PDF Annotation & Transcription Expert โ€“ Telugu is pivotal in expanding the corpus of Telugu documents for machine learning. You will source publicly available Telugu PDFs that contain complex layouts such as multiโ€‘column newspapers, exam sheets, and handwritten forms. Your primary responsibility is to produce a detailed structural map of each page, identifying every meaningful regionโ€”titles, headings, paragraphs, tables, figures, captions, formulas, and handwritten content. Each region must be bounded, typed, and assigned a readingโ€‘order index, while also linking subโ€‘components to their parent figures or tables. Accuracy is paramount; a single diacritic error is considered a defect. After annotation, you will transcribe the text verbatim in Telugu script, flagging illegible areas. Your work will be reviewed by a second expert to ensure consistency and correctness. Key responsibilities include: 1. Locating and verifying publicly accessible Telugu PDFs across diverse domains. 2. Identifying and bounding every meaningful page region. 3. Assigning component types and readingโ€‘order indices. 4. Linking related regions through parent identifiers. 5. Transcribing text accurately in Telugu script, including handwritten content. 6. Capturing page metadata such as language, dimensions, and special flags. 7. Reviewing peer annotations and providing constructive feedback. 8. Maintaining consistency with the established taxonomy across hundreds of pages. 9. Reporting any layout or content anomalies. 10. Contributing to the expansion of the dataset with diverse document templates. The ideal candidate is a native Telugu speaker with a strong command of the script, experience in document annotation or localization, and meticulous attention to detail. Familiarity with OCR postโ€‘editing, Unicode normalization, and regionalโ€‘language AI datasets is a plus. Growth path: Successful annotators can progress to senior annotation leads, project managers, or data quality specialists within Mercorโ€™s AI training ecosystem. The role offers exposure to advanced document AI research, opportunities to influence model training pipelines, and a chance to work with a global team of language experts. Why join Mercor? Youโ€™ll be at the forefront of building AI that understands complex scripts, work from anywhere, and earn competitive hourly rates. The company values quality, offers flexible schedules, and provides a supportive environment for continuous learning and skill development.

Mercor โ€” AI & Machine Learning Interview Guide

Previously asked questions, exam syllabus, coding benchmarks & round strategy.

APTITUDE & LOGIC ๐Ÿ“–
Aptitude Practice Questions & Online Mock Tests

Curated logical, quantitative, and verbal reasoning problems to sharpen reasoning skills required for the initial screening test.

Open Resource โ†—
COMPANY GUIDE ๐ŸŽฏ
Mercor Interview Preparation Corner

Comprehensive guide covering typical interview formats, common questions, and preparation tips for Mercor and off-campus tech roles.

Open Resource โ†—
MOCK TESTS & PAPERS ๐Ÿ“
Comprehensive Interview Prep Resources & Syllabus

Collection of previous year questions, company-specific test patterns, and interview experiences for technical and HR rounds.

Open Resource โ†—
CODING PRACTICE ๐Ÿ’ป
Algorithm and Data Structure Problem Set

Practice problems to improve coding proficiency and algorithm problem-solving speed for technical rounds.

Open Resource โ†—
Round 1: Online Assessment (OA)
Aptitude, Quantitative Logic & 2 Coding Problems
Focus on accuracy and speed. Practice arrays, strings, and standard arithmetic puzzles.
Round 2: Technical Interview 1
Core Tech Stack (Native Telugu fluency, transcription accuracy, PDF annotation, attention to detail, knowledge of Telugu orthography, familiarity with OCR postโ€‘editing, ability to work independently, strong communication) & Live Code Tracing
Explain your thought process aloud. Analyze time & space complexities before coding.
Round 3: System Design & Problem Solving
Database Schemas, APIs & Architecture Basics
Clarify edge cases, diagram schemas cleanly, and discuss scalability trade-offs.
Round 4: HR & Cultural Fit Discussion
Mercor Core Values, Learning Agility & Offer Terms
Demonstrate passion, strong communication, and readiness for full-time collaboration.
What is the bias-variance tradeoff and how do you prevent overfitting? Answer โ–ผ
Model Answer: High bias leads to underfitting (oversimplified model), high variance leads to overfitting (captures noise). Mitigate using L1/L2 Regularization, Dropout, Cross-Validation, and data augmentation.
Explain the difference between Precision, Recall, and F1-Score. Answer โ–ผ
Model Answer: Precision = TP / (TP + FP) (correctness of positive predictions). Recall = TP / (TP + FN) (coverage of actual positives). F1-Score is the harmonic mean of Precision and Recall.
How does Gradient Descent work and what is the role of Learning Rate? Answer โ–ผ
Model Answer: It optimizes loss functions by iteratively moving weights in the direction of negative gradient. A large learning rate may overshoot the minimum; a small rate causes slow convergence.
What is the difference between Supervised, Unsupervised, and Self-Supervised learning? Answer โ–ผ
Model Answer: Supervised uses labeled data (X -> y). Unsupervised finds hidden patterns in unlabeled data (clustering/PCA). Self-supervised generates labels from input data (e.g. masked language modeling in BERT/Transformers).
Why do you want to join Mercor as a PDF Annotation & Transcription Experts โ€“ Telugu?
Preparation Tip: Highlight Mercor's market reputation, recent tech innovations, and how your skills in Native Telugu fluency directly solve their team's objectives.
Describe a challenging bug or academic project roadblock and how you resolved it.
Preparation Tip: Use the STAR method: Situation (project context), Task (what needed solving), Action (specific tools/logic applied), Result (quantifiable positive outcome).
How do you handle strict deadlines or sudden scope changes?
Preparation Tip: Explain your prioritization strategy, proactive communication with mentors/peers, and agile mindset.

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