Fate.va_

AI Data Trainer and Freelance Evaluator

Talent

LahoreMember since August 10, 2026

Model response evaluationFine-grained qualitative judgmentsComparative output analysisFactual accuracy verificationNative fluency in UrduProfessional proficiency in EnglishFact-checking via trusted public sources and external toolsStructured analytical thinking

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Model response evaluationFine-grained qualitative judgmentsComparative output analysisFactual accuracy verificationNative fluency in Urdu

About

Results-driven AI Data Trainer and Freelance Evaluator with over 5 years of professional experience specializing in Large Language Model (LLM) evaluation, RLHF (Reinforcement Learning from Human Feedback), and bilingual Urdu-English data annotation. Proven track record of assessing model reasoning, conducting rigorous fact-checking, and ensuring adherence to safety and conversational guidelines. Adept at analytical thinking, producing reproducible evaluation artifacts, and delivering high-quality linguistic judgments.

Experience

Freelance AI Data Trainer & LLM Evaluator - Self-Employed - Remote

Conduct comprehensive evaluations of AI-generated responses in Urdu and English, assessing reasoning quality, clarity, tone, and completeness.
Identify factual inaccuracies, reasoning errors, and communication gaps in model outputs to optimize system performance.
Perform systematic fact-checking using trusted public sources and external tools.
Generate structured, high-quality human evaluation data and produce clear, consistent evaluation artifacts that lead to measurable improvements in user experience.