Mannya A.

Key Skills

Software

Other

Top Subject Matter

Multilingual language evaluation and RLHF training

Rlhf Domain Expertise

AI response evaluation

Top Data Types

Audio

Text

Document

Top Task Types

Transcription

RLHF

Classification

Freelancer Overview

AI Data Collection & RLHF Specialist (Freelance) — Speech Data Collection Support. Brings 7+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes Master of Business Administration, N/A and Bachelor's Degree, N/A. AI-training focus includes data types such as Audio and Text and labeling workflows including Transcription, RLHF, and Content Moderation.

Labeling Experience

AI Response Evaluator & Multilingual Content Specialist (Freelance) - Freelance

AudioRLHFClassification

Held responsibility for evaluating AI-generated responses and performing multilingual content review to support language-based AI projects. Coordinated data collection activities including speech data collection while applying quality checks to maintain dataset accuracy. Contributed to RLHF-focused workflows by ensuring consistency, clarity, and compliance with content requirements throughout each task. • Evaluated AI responses for quality, relevance, and correctness • Performed multilingual content evaluation across several languages • Supported speech data collection and validation workflows • Applied data quality assurance and content moderation practices

2020 - Present

AI Data Collection & RLHF Specialist (Freelance) — Response Evaluation & Annotation

OtherTextRLHF

Evaluated AI-generated responses and performed RLHF-oriented data annotation to improve model alignment. Conducted multilingual content evaluation, prompt evaluation, and content review to assess response quality and adherence. Applied data quality assurance practices to validate annotations and maintain labeling consistency across examples. • Annotated and reviewed AI responses for RLHF training • Evaluated prompts and measured quality of generated outputs • Performed multilingual language assessment and content review • Conducted data collection & validation for training datasets

Present

AI Data Collection & RLHF Specialist (Freelance) — Speech Data Collection Support

OtherAudioTranscription

Performed speech data collection to support language and AI training workflows. Supported transcription-related preparation and quality checks for multilingual content. Ensured collected speech data met usability and consistency requirements for downstream evaluation tasks. • Collected and organized speech datasets for model training • Performed quality review and validation of audio inputs • Assisted with multilingual language processing support • Ensured data readiness for evaluation and refinement

Present

Education

Work History