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Mathew Mathenge

Mathew Mathenge

Content Specialist, AI Data Training & Evaluation

KENYA flag
N/A, Kenya
$15.00/hrExpertAppenCloudfactoryClickworker

Key Skills

Software

AppenAppen
CloudFactoryCloudFactory
ClickworkerClickworker
Data Annotation TechData Annotation Tech
DataloopDataloop
RoboflowRoboflow
RemotasksRemotasks

Top Subject Matter

Large Language Models Evaluation and Tuning
Digital Applications
Dialogue Annotation

Top Data Types

TextText
ImageImage
VideoVideo

Top Task Types

RLHF

Freelancer Overview

Content Specialist, AI Data Training & Evaluation. Brings 8+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. Education includes Bachelor of Arts, N/A. AI-training focus includes data types such as Text and labeling workflows including RLHF, Evaluation, and Rating.

ExpertEnglish

Labeling Experience

Content Specialist, AI Data Training & Evaluation

TextRLHF
As a Content Specialist, I specialized in testing and evaluating large language models through adversarial prompt engineering and persona simulation. I analyzed AI-generated outputs for logical consistency and emotional intelligence, providing structured feedback for model improvement. My role focused on enhancing LLMs' adaptability to diverse social and cultural contexts. • Designed complex prompts to test reasoning and creativity. • Simulated distinct user personas for adversarial testing. • Evaluated AI-generated outputs for safety, tone, and accuracy per rubrics. • Authored detailed feedback reports for editorial and technical teams.

As a Content Specialist, I specialized in testing and evaluating large language models through adversarial prompt engineering and persona simulation. I analyzed AI-generated outputs for logical consistency and emotional intelligence, providing structured feedback for model improvement. My role focused on enhancing LLMs' adaptability to diverse social and cultural contexts. • Designed complex prompts to test reasoning and creativity. • Simulated distinct user personas for adversarial testing. • Evaluated AI-generated outputs for safety, tone, and accuracy per rubrics. • Authored detailed feedback reports for editorial and technical teams.

2022 - Present

Writing Consultant & Narrative Designer, Annotation & Evaluation

Text
In this consulting capacity, I engaged in annotation and quality evaluation tasks for AI-driven digital applications. My responsibilities included performing adversarial content reviews to uncover logical errors and biases. I collaborated with teams to refine annotation guidelines and test communication platforms. • Created engaging multi-turn dialogue scripts for AI tuning. • Conducted systematic annotation of text for linguistic accuracy. • Identified and rectified linguistic biases and inconsistencies. • Contributed to team efforts on protocol and documentation improvements.

In this consulting capacity, I engaged in annotation and quality evaluation tasks for AI-driven digital applications. My responsibilities included performing adversarial content reviews to uncover logical errors and biases. I collaborated with teams to refine annotation guidelines and test communication platforms. • Created engaging multi-turn dialogue scripts for AI tuning. • Conducted systematic annotation of text for linguistic accuracy. • Identified and rectified linguistic biases and inconsistencies. • Contributed to team efforts on protocol and documentation improvements.

2019 - 2021

Education

N

N/A

Bachelor of Arts, English

Bachelor of Arts
Not specified

Work History

P

Professional Freelance

Content Specialist & Editor

N/A
2022 - Present
I

Independent Contractor

Writing Consultant & Narrative Designer

N/A
2019 - 2021