Travine M.

Key Skills

Software

Clickworker

Mercor

Toloka

Data Annotation Tech

Appen

CVAT

Label Studio

Top Subject Matter

Language Domain Expertise

Swahili Domain Expertise

English Domain Expertise

Top Data Types

Text

Image

Video

Top Task Types

Segmentation

Classification

Question Answering

RLHF

Fine-tuning

Transcription

Evaluation/Rating

Data Collection

Prompt + Response Writing (SFT)

Text Summarization

Bounding Box

Polygon

Freelancer Overview

Content Evaluator & Data Annotator (AI-Assisted Text Analysis, Annotation, and Evaluation). Brings 7+ 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, Kibabii University (2024). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

AI Data Labeling and Evaluation Specialist

Label StudioText

I reviewed, labeled, and improved outputs for AI models by working with text data, including question-answer and chat data. My main tasks involved evaluating model responses for accuracy, clarity, and safety, and providing detailed feedback for model improvement. I followed guidelines to rank outputs, offered explanations for ratings, and handled tasks in both English and Swahili. • Conducted AI response evaluation and ranking • Labeled multilingual English-Swahili text tasks • Provided written explanations and error detection • Used Label Studio, CVAT, and ChatGPT for task management

I reviewed, labeled, and improved outputs for AI models by working with text data, including question-answer and chat data. My main tasks involved evaluating model responses for accuracy, clarity, and safety, and providing detailed feedback for model improvement. I followed guidelines to rank outputs, offered explanations for ratings, and handled tasks in both English and Swahili. • Conducted AI response evaluation and ranking • Labeled multilingual English-Swahili text tasks • Provided written explanations and error detection • Used Label Studio, CVAT, and ChatGPT for task management

2025 - Present

AI Training Specialist | LLM Evaluator | AI Safety & Alignment Analyst

Text

As an AI training and evaluation specialist, I conducted large language model (LLM) output assessments with a focus on factual accuracy and structured justifications. My work centered on evaluating LLM completions for reasoning quality, policy compliance, hallucination detection, and instruction adherence. I utilized annotation platforms and AI tools to support reinforcement learning from human feedback (RLHF) and multilingual evaluation tasks. • Assessed LLM outputs for factual correctness and edge cases. • Enforced guideline adherence and policy compliance in responses. • Generated comparative A/B rankings and detailed feedback. • Applied structured reasoning in English and Swahili evaluations.

As an AI training and evaluation specialist, I conducted large language model (LLM) output assessments with a focus on factual accuracy and structured justifications. My work centered on evaluating LLM completions for reasoning quality, policy compliance, hallucination detection, and instruction adherence. I utilized annotation platforms and AI tools to support reinforcement learning from human feedback (RLHF) and multilingual evaluation tasks. • Assessed LLM outputs for factual correctness and edge cases. • Enforced guideline adherence and policy compliance in responses. • Generated comparative A/B rankings and detailed feedback. • Applied structured reasoning in English and Swahili evaluations.

2023 - 2023

Education

Work History