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K

King Eze Documents

LLM Output Evaluator

CANADA flag
Calgary, Canada
$17.00/hrIntermediateEncordAppen

Key Skills

Software

EncordEncord
AppenAppen

Top Subject Matter

AI/LLM Evaluation and Prompt Testing
AI/LLM Output Review and Quality Assurance

Top Data Types

TextText
ImageImage
AudioAudio

Top Task Types

Object Detection
Question Answering
Fine Tuning
Transcription
Data Collection
Computer Programming Coding
Evaluation Rating
Text Generation
Classification
Prompt Response Writing SFT

Freelancer Overview

LLM Output Evaluator (Embedded within Software Engineer role). Brings 5+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. Education includes Bachelor of Science, University of Calgary (2025). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

IntermediateIgboEnglish

Labeling Experience

LLM Output Evaluator (Embedded within Software Engineer role)

Text
I evaluated AI-generated and LLM model outputs against specified criteria to ensure accuracy, clarity, and context sensitivity. My work involved rubric-based assessment, prompt analysis, and identifying issues related to bias and cultural sensitivity. Detailed documentation supported improvements in model performance and reliability. • Applied standardized evaluation templates and review processes • Focused on linguistic nuance, tone, and context • Used spreadsheets for consistent recording and tracking • Contributed to ethical and responsible AI system behavior

I evaluated AI-generated and LLM model outputs against specified criteria to ensure accuracy, clarity, and context sensitivity. My work involved rubric-based assessment, prompt analysis, and identifying issues related to bias and cultural sensitivity. Detailed documentation supported improvements in model performance and reliability. • Applied standardized evaluation templates and review processes • Focused on linguistic nuance, tone, and context • Used spreadsheets for consistent recording and tracking • Contributed to ethical and responsible AI system behavior

2024 - Present

Image generation

ImageText Generation
Writing prompts to generate objects in an an image and also writing prompts to remove objects

Writing prompts to generate objects in an an image and also writing prompts to remove objects

2025 - 2026

Image Object Labelling

ImageObject Detection
Marking and labeling object in an image

Marking and labeling object in an image

2025 - 2026

AI Response Reviewer (Embedded within Software Engineer Intern role)

Text
I tested and reviewed application responses for logical consistency and quality, emphasizing AI-generated content. The role required documenting findings, providing structured feedback, and using standardized evaluation templates. Analytical reasoning was applied to varied inputs to ensure reliable system outcomes. • Participated in structured review sessions • Recorded evaluation data with tracking tools • Focused on logic, clarity, and output accuracy • Contributed to backend validation for system reliability

I tested and reviewed application responses for logical consistency and quality, emphasizing AI-generated content. The role required documenting findings, providing structured feedback, and using standardized evaluation templates. Analytical reasoning was applied to varied inputs to ensure reliable system outcomes. • Participated in structured review sessions • Recorded evaluation data with tracking tools • Focused on logic, clarity, and output accuracy • Contributed to backend validation for system reliability

2022 - 2024

Education

U

University of Calgary

Bachelor of Science, Computer Science

Bachelor of Science
2021 - 2025

Work History

B

BrilloConnetz

Software Engineer

Calgary
2024 - Present
S

SysServe

Software Engineer Intern

Calgary
2022 - 2024