Khaled Abdelmonem

Key Skills

Software

Mercor

Scale AI

SuperAnnotate

Top Subject Matter

Mathematics Domain Expertise

Natural Language Processing

Speech Processing

Top Data Types

Text

Image

Video

Top Task Types

RLHF

Audio Recording

Question Answering

Text Generation

Red Teaming

Transcription

Evaluation Rating

Freelancer Overview

Mathematician AI Training Specialist at Outlier.ai. Brings 2+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Outlier.ai, Mercor, and Invisible Technologies. Education includes Bachelor of Science, Ain-Shams University (2025). AI-training focus includes data types such as Text and Audio and labeling workflows including Evaluation, Rating, and RLHF.

Labeling Experience

Voice Recorder and Annotator at Outlier.ai

AudioAudio Recording

I contributed to collecting and annotating high-quality voice data for AI voice recognition training. My main tasks included following scripts and providing recordings in controlled environments. Work required careful annotation and metadata tagging in accordance with project standards. • Recorded audio clips according to linguistic requirements. • Annotated and labeled voice samples for quality control. • Ensured data privacy and accuracy during collection. • Collaborated with QA teams to validate final datasets.

I contributed to collecting and annotating high-quality voice data for AI voice recognition training. My main tasks included following scripts and providing recordings in controlled environments. Work required careful annotation and metadata tagging in accordance with project standards. • Recorded audio clips according to linguistic requirements. • Annotated and labeled voice samples for quality control. • Ensured data privacy and accuracy during collection. • Collaborated with QA teams to validate final datasets.

2023 - Present

RLHF Content Reviewer at Mercor

MercorTextRLHF

I performed RLHF content reviews to assess the quality, alignment, and safety of LLM outputs. I focused on rating responses for user queries based on company-provided guidelines. My responsibility included flagging unsafe or low-quality answers for retraining. • Used evaluation platforms to process diverse prompt types. • Rated model completions for helpfulness and compliance. • Flagged content that was inaccurate or violated safety standards. • Supported ongoing improvements to RLHF datasets.

I performed RLHF content reviews to assess the quality, alignment, and safety of LLM outputs. I focused on rating responses for user queries based on company-provided guidelines. My responsibility included flagging unsafe or low-quality answers for retraining. • Used evaluation platforms to process diverse prompt types. • Rated model completions for helpfulness and compliance. • Flagged content that was inaccurate or violated safety standards. • Supported ongoing improvements to RLHF datasets.

2023 - Present

Mathematician AI Training Specialist at Outlier.ai

Text

I evaluated AI-generated mathematics-related questions and answers for accuracy, coherence, and relevance. I used LATEX and other languages to review and rank responses. My focus was on ensuring safety, factuality, and alignment with task guidelines. • Conducted manual review of mathematical question-answer pairs. • Provided ranking and scoring for AI-generated content. • Offered constructive feedback to improve explanations. • Maintained consistency with team-enforced evaluation standards.

I evaluated AI-generated mathematics-related questions and answers for accuracy, coherence, and relevance. I used LATEX and other languages to review and rank responses. My focus was on ensuring safety, factuality, and alignment with task guidelines. • Conducted manual review of mathematical question-answer pairs. • Provided ranking and scoring for AI-generated content. • Offered constructive feedback to improve explanations. • Maintained consistency with team-enforced evaluation standards.

2023 - Present

Freelance AI Training Specialist at Scale.ai

Scale AIText

I provided annotation services for mathematics-focused AI systems as a freelancer. Tasks included evaluating AI-generated text for accuracy, reasoning, and appropriateness to user intent. My reviews played a key part in improving both mathematics and language models. • Labeled and rated model completions on various topics. • Wrote comments explaining review rationales. • Helped develop client-specific labeling rubrics. • Adapted to changing project requirements for quality assurance.

I provided annotation services for mathematics-focused AI systems as a freelancer. Tasks included evaluating AI-generated text for accuracy, reasoning, and appropriateness to user intent. My reviews played a key part in improving both mathematics and language models. • Labeled and rated model completions on various topics. • Wrote comments explaining review rationales. • Helped develop client-specific labeling rubrics. • Adapted to changing project requirements for quality assurance.

2022 - Present

Master—Mathematics Specialist – AI Trainer at Invisible Technologies

Text

I acted as a mathematics specialist and AI trainer, ensuring that advanced math content used for AI training met the required standards. I directed and quality checked labeling, annotation, and evaluation tasks for math datasets. My responsibilities involved both hands-on labeling and team-level oversight for training workflows. • Developed protocols for accurate math content evaluation. • Conducted spot-check labeling for correctness and clarity. • Managed ongoing review of AI-generated math problems. • Facilitated feedback loops to refine training materials.

I acted as a mathematics specialist and AI trainer, ensuring that advanced math content used for AI training met the required standards. I directed and quality checked labeling, annotation, and evaluation tasks for math datasets. My responsibilities involved both hands-on labeling and team-level oversight for training workflows. • Developed protocols for accurate math content evaluation. • Conducted spot-check labeling for correctness and clarity. • Managed ongoing review of AI-generated math problems. • Facilitated feedback loops to refine training materials.

2022 - 2023

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Education

Work History