Emilio

Key Skills

Software

iMerit

Labelbox

Mercor

OneForma

Scale AI

Other

Internal/Proprietary Tooling

Top Subject Matter

No subject matter listed

Top Data Types

Audio

Document

Geospatial Tiled Imagery

Image

Text

Video

Top Label Types

Action Recognition

Audio Recording

Classification

Entity Ner Classification

Evaluation Rating

Object Detection

Prompt Response Writing SFT

Red Teaming

RLHF

Segmentation

Text Generation

Text Summarization

Transcription

Translation Localization

Freelancer Overview

I am an experienced data labeling and AI training data specialist with a strong background in freelance AI tasking, QA, and content review across platforms such as Outlier, Invisible, and Micro1. My expertise spans data annotation, RLHF, vision project evaluation, and chain-of-thought (CoT) assessment, ensuring high-quality datasets for machine learning models. I am proficient in data entry, multilingual environments, and have a solid understanding of productivity and CRM tools. My fluency in Italian, Greek, English, and French, combined with strong writing and problem-solving skills, allows me to contribute effectively to diverse and international AI projects.

Labeling Experience

Translation and native language refining

MercorTextTranslation Localization

Localization of complex user-generated questions.

Localization of complex user-generated questions.

2025 - 2025

Data Labeling Specialist (Outlier & Invisible Technologies)

Internal Proprietary ToolingTextClassification

Contributed to data labeling projects including text classification and annotation for AI model training. Labeled and categorized diverse text data according to project guidelines to train and enhance natural language models. Ensured high standards of consistency and precision throughout annotation tasks. • Classified and annotated text samples for natural language processing tasks. • Participated in quality control and review cycles. • Utilized platform guidelines for consistent annotation approach. • Delivered work under tight project timelines.

Contributed to data labeling projects including text classification and annotation for AI model training. Labeled and categorized diverse text data according to project guidelines to train and enhance natural language models. Ensured high standards of consistency and precision throughout annotation tasks. • Classified and annotated text samples for natural language processing tasks. • Participated in quality control and review cycles. • Utilized platform guidelines for consistent annotation approach. • Delivered work under tight project timelines.

2025

RLHF Project Contributor (Outlier)

Internal Proprietary ToolingTextRLHF

This project involved Reinforcement Learning from Human Feedback (RLHF) for fine-tuning advanced language models. Tasks included evaluating and ranking AI model outputs to improve response quality for various instructions and queries. The project required careful adherence to instructions and consistent application of complex rubrics. • Fine-tuned large language models using structured feedback. • Conducted quality control of AI responses over multiple sessions. • Applied detailed rubrics to ensure high-quality output. • Worked as part of a distributed remote team.

This project involved Reinforcement Learning from Human Feedback (RLHF) for fine-tuning advanced language models. Tasks included evaluating and ranking AI model outputs to improve response quality for various instructions and queries. The project required careful adherence to instructions and consistent application of complex rubrics. • Fine-tuned large language models using structured feedback. • Conducted quality control of AI responses over multiple sessions. • Applied detailed rubrics to ensure high-quality output. • Worked as part of a distributed remote team.

2024

OCR & Audio Annotation Specialist (Invisible Technologies)

Internal Proprietary ToolingDocumentClassification

Performed OCR and audio annotation projects focused on document digitization and classification of audio data inputs. Extracted and validated text content from scanned documents and annotated audio clips according to project specifications. Used detailed checklists to ensure completeness and correctness of labeled data. • Extracted text from scanned documents using OCR techniques. • Annotated and classified audio clips for voice-related tasks. • Conducted quality checks on digitized content. • Worked independently on high-volume annotation batches.

Performed OCR and audio annotation projects focused on document digitization and classification of audio data inputs. Extracted and validated text content from scanned documents and annotated audio clips according to project specifications. Used detailed checklists to ensure completeness and correctness of labeled data. • Extracted text from scanned documents using OCR techniques. • Annotated and classified audio clips for voice-related tasks. • Conducted quality checks on digitized content. • Worked independently on high-volume annotation batches.

2025 - 2025

Rubric and CoT Builder (Micro1)

Internal Proprietary ToolingTextPrompt Response Writing SFT

Developed rubrics and constructed chain-of-thought (CoT) prompts for AI model evaluation and training. Designed and implemented structured feedback mechanisms to support safe and effective AI reasoning. Ensured clarity and fairness in rubric criteria and supervised sample prompt generation for supervised fine-tuning. • Authored evaluation rubrics for complex AI tasks. • Designed chain-of-thought prompts for model training. • Collaborated with AI engineers to refine evaluation processes. • Assessed model responses for alignment with rubric requirements.

Developed rubrics and constructed chain-of-thought (CoT) prompts for AI model evaluation and training. Designed and implemented structured feedback mechanisms to support safe and effective AI reasoning. Ensured clarity and fairness in rubric criteria and supervised sample prompt generation for supervised fine-tuning. • Authored evaluation rubrics for complex AI tasks. • Designed chain-of-thought prompts for model training. • Collaborated with AI engineers to refine evaluation processes. • Assessed model responses for alignment with rubric requirements.

2025 - 2025

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Education

Work History