J. Annamarial

Key Skills

Software

iMerit

Top Subject Matter

Multilingual NLP

Speech and Text AI/ML

Nlp Domain Expertise

Top Data Types

Text

Audio

Top Task Types

Entity Ner Classification

Freelancer Overview

Freelance Language Data Annotator | iMerit | Part-time. Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include iMerit, Internal, and Proprietary Tooling. Education includes Master of Science, Sadakathullah Appa College (2022). AI-training focus includes data types such as Text and labeling workflows including Entity (NER) Classification, Evaluation, and Rating.

Labeling Experience

Senior Associate | Innodata Pvt. Ltd.

Text

As a Senior Associate at Innodata Pvt. Ltd., I validated and curated language datasets for NLP and LLM workflows. I reviewed AI pipelines, ensured annotation accuracy, and evaluated data quality in collaboration with linguists and machine learning engineers. I identified and corrected data errors, improving dataset integrity for AI model development. • Conducted quality control for labeled datasets used in NLP/LLM tasks. • Performed structured analysis to find and resolve annotation issues. • Collaborated across teams for optimal data preparation. • Enhanced annotation standards and reviewed model performance.

As a Senior Associate at Innodata Pvt. Ltd., I validated and curated language datasets for NLP and LLM workflows. I reviewed AI pipelines, ensured annotation accuracy, and evaluated data quality in collaboration with linguists and machine learning engineers. I identified and corrected data errors, improving dataset integrity for AI model development. • Conducted quality control for labeled datasets used in NLP/LLM tasks. • Performed structured analysis to find and resolve annotation issues. • Collaborated across teams for optimal data preparation. • Enhanced annotation standards and reviewed model performance.

2026 - Present

Freelance Language Data Annotator | iMerit | Part-time

ImeritTextEntity Ner Classification

As a Freelance Language Data Annotator at iMerit, I performed high-quality annotation of multilingual text and speech datasets for AI/ML training. My work focused on text classification, entity labeling, and intent tagging for natural language processing projects. I ensured linguistic accuracy, consistency, and adherence to structured labeling guidelines in all annotations. • Supported multilingual workflows across diverse datasets. • Contributed to the creation of structured datasets for machine learning. • Maintained high precision and delivery standards under fast-paced conditions. • Utilized annotation platforms and tools specific to AI data labeling.

As a Freelance Language Data Annotator at iMerit, I performed high-quality annotation of multilingual text and speech datasets for AI/ML training. My work focused on text classification, entity labeling, and intent tagging for natural language processing projects. I ensured linguistic accuracy, consistency, and adherence to structured labeling guidelines in all annotations. • Supported multilingual workflows across diverse datasets. • Contributed to the creation of structured datasets for machine learning. • Maintained high precision and delivery standards under fast-paced conditions. • Utilized annotation platforms and tools specific to AI data labeling.

2022 - 2023

Education

Work History