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Paul Wwarner

Paul Wwarner

Freelance AI Training Data Labeler

United Kingdom flagRayleigh, United Kingdom
$30.00/hrIntermediateOtherInternal Proprietary Tooling

Key Skills

Software

Other
Internal/Proprietary Tooling

Top Subject Matter

AI/ML Model Training
Legal Services & Contract Review
Regulatory Compliance & Risk Analysis

Top Data Types

AudioAudio
VideoVideo
TextText
DocumentDocument

Top Task Types

TranscriptionTranscription
Bounding BoxBounding Box
ClassificationClassification
Object DetectionObject Detection
Text GenerationText Generation
Text SummarizationText Summarization
RLHFRLHF
Fine-tuningFine-tuning
Evaluation/RatingEvaluation/Rating

Freelancer Overview

Freelance AI Training Data Labeler. Combines post-graduate study and degree level experience and 40 years of professional experience across business operations and public policy at governmental level. Particular strengths in English language written communications and creative arts such as music (part-time music producer and singer/songwriter). Education includes Postgraduate Diploma from the University of Sheffield (2002) and First Class Bachelor of Arts, University of Keele (1987). AI-training focus from November 2024 on occasional basis - regular (weekly) work since November 2025 and ongoing. Experience includes data types such as audio, image and text labeling workflows including transcription, entity recognition, RLHF and SFT work.

IntermediateEnglishFrench

Labeling Experience

Blackbeard

TextEvaluation Rating
Evaluating comparative AI responses from two models to prompts (pre-provided and self-generated) on multi-dimensions such as instruction following, truthfulness, verbosity and writing style.

Evaluating comparative AI responses from two models to prompts (pre-provided and self-generated) on multi-dimensions such as instruction following, truthfulness, verbosity and writing style.

2026 - Present

Freelance AI Training Data Labeler

OtherAudioTranscription
I completed piece work as a freelance contributor for Outlier AI, training large language models on audio and video recognition tasks. My main responsibilities included transcribing audio data and assisting in AI model improvement through task-specific evaluations. I contributed to annotation and QA processes for multi-modal datasets to enhance model accuracy and reliability. • Labeled audio and video samples for AI training • Conducted transcription and annotation for model accuracy • Performed quality assurance checks on labeled data • Collaborated remotely to meet project deadlines

I completed piece work as a freelance contributor for Outlier AI, training large language models on audio and video recognition tasks. My main responsibilities included transcribing audio data and assisting in AI model improvement through task-specific evaluations. I contributed to annotation and QA processes for multi-modal datasets to enhance model accuracy and reliability. • Labeled audio and video samples for AI training • Conducted transcription and annotation for model accuracy • Performed quality assurance checks on labeled data • Collaborated remotely to meet project deadlines

2025 - Present

Aether

TextEvaluation Rating
Rubric creation and evaluation against response answers.

Rubric creation and evaluation against response answers.

2025 - 2026

Aether

ImageBounding Box
Image removal and regeneration in new contexts

Image removal and regeneration in new contexts

2025 - 2026

Aether

ImageObject Detection
Object counting and/or identification in images

Object counting and/or identification in images

2025 - 2026

Education

U

University of Sheffield

Postgraduate Diploma, Post-Compulsory Education and Training

Postgraduate Diploma
2001 - 2002
U

University of Keele

Bachelor of Arts, International Relations

Bachelor of Arts
1984 - 1987

Work History

2

24x7 Group

Driver

Rayleigh
2025 - Present
U

Unity Works Social Enterprises

Trustee

London
2024 - Present