Denis F.

Key Skills

Software

Other

Top Subject Matter

General and creative writing

Localization Domain Expertise

Mathematics Domain Expertise

Top Data Types

Text

Image

Top Task Types

Classification

RLHF

Entity (NER) Classification

Data Collection

Freelancer Overview

AI Training Contributor / Data Annotation and Evaluation at Outlier AI (Remote). Brings 26+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes Surveyor Qualification, Private Technical Institute for Surveyors "Cavalli Conti" (2011) and Technical Studies Certificate, IPSIA "Istituto Statale Paolo Sarpi" (2011). AI-training focus includes data types such as Text, Geospatial, and Tiled Imagery and labeling workflows including Evaluation, Rating, and Classification.

Labeling Experience

Research and AI Automation Contractor at globaRT (Remote)

OtherData Collection

Supported AI-assisted data processing and information management in technical-office workflows used in topographic surveying. Designed and implemented automation solutions that helped structure and handle technical data during survey-related documentation and operational processing. Contributed to research and development activities intended to improve the quality and usability of AI-assisted technical workflow outputs. • Automation design for technical-office information management • Workflow analysis translating operational needs into AI-assisted software processes • Support for technical documentation and practical implementation • Research collaboration within a survey operations contractor context

2025 - 2026

AI Training Contributor / Data Annotation and Evaluation at Outlier AI (Remote)

OtherTextClassificationRLHF

Evaluated AI-generated outputs against detailed task guidelines, assessing accuracy, instruction-following, reasoning quality, writing quality, and overall usefulness. Performed both standalone quality checks and structured assessments aligned to prompt/response criteria. Contributed to training data workflows for general, creative, mathematical, coding-related, and vision/image-prompt tasks as specified by project instructions. • Prompt generation and response rating for LLM training datasets • Ranking and rewrite/refine assessment for SFT-style writing tasks • RLHF-style evaluation and review workflows to judge preference/quality • Localization-style review, document QA, and content-quality verification

2023 - 2025

Education

Work History