Sumer L.

Key Skills

Software

Don't disclose

Top Subject Matter

AI response evaluation

prompt and instruction analysis

content quality and safety

Top Data Types

Text

Document

Top Task Types

No task types listed

Freelancer Overview

My experience in AI training data centers on text evaluation, response rating, rubric-based scoring, and content quality review. As an AI Writing Evaluator, I assess model-generated responses for accuracy, clarity, helpfulness, tone, safety, reasoning, and instruction-following. I compare responses across different prompts, flag hallucinations or unsupported claims, and provide actionable feedback that helps improve model performance and user experience. I bring a strong mix of communication, writing, research, and technical awareness to this work. I hold a B.A. in Communication and an A.S. in Cybersecurity, and I also have experience as a published writer and business owner. That combination helps me evaluate AI outputs through both a quality-control lens and a user-centered communication lens. I am especially strong at spotting vague language, missed intent, weak logic, tone mismatches, and content that may sound fluent but lacks substance.

Labeling Experience

AI response evaluation and rubric-based scoring

Don't discloseText

Evaluated AI-generated prompt and response pairs for quality and safety using structured rubrics. Assessed outputs for accuracy, clarity, helpfulness, tone, and adherence to user instructions, and provided scored results with written rationale. Identified issues such as hallucinations, vague wording, weak logic, unsupported claims, and missed user intent, then delivered actionable improvement feedback. • Prompt and instruction analysis • Rubric-based scoring and quality review • Fact-checking and research to verify claims • Clear written feedback with tone and audience adaptation

2024 - Present

Education

Work History