Ahmed K.

Key Skills

Software

Don't disclose

Top Subject Matter

LLM response evaluation and RLHF preference labeling

Electronics - PCB Design

Top Data Types

Text

Document

Image

Top Task Types

RLHF

Bounding Box

Evaluation/Rating

Question Answering

Freelancer Overview

AI Response Reviewer — Contractor. Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Education includes Bachelor of Science, University of Florida (2029). AI-training focus includes data types such as Text and labeling workflows including RLHF.

Labeling Experience

AI Response Reviewer — Contractor

Don't discloseTextRLHF

Reviewed AI-generated responses and provided quality judgments using structured rubrics for reasoning, factual accuracy, and logical coherence. Applied consistent evaluation to multi-step reasoning and chain-of-thought validation across high-volume technical batches. Documented model errors, inconsistencies, and failure modes in structured written feedback to improve precision and reproducibility. • Evaluated reasoning quality, factual accuracy, and logical coherence. • Produced rubric-based preference data to support RLHF model improvement. • Validated multi-step reasoning and chain-of-thought consistency. • Wrote structured error analyses for precision and reproducibility.

2026 - Present

Education

Work History