Tyler S.

Key Skills

Software

No software listed

Top Subject Matter

AI model evaluation

Rlhf Domain Expertise

Fact-checking Domain Expertise

Top Data Types

Text

Document

Top Task Types

RLHF

Entity (NER) Classification

Freelancer Overview

DataAnnotation (AI reinforcement learning through human feedback and AI content evaluation). Brings 6+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Education includes N/A, University of Missouri - Columbia (2013). AI-training focus includes data types such as Text and labeling workflows including RLHF and Entity (NER) Classification.

Labeling Experience

DataAnnotation (AI reinforcement learning through human feedback and AI content evaluation)

TextRLHF

Provided human feedback to support reinforcement learning and improve machine learning model capabilities. Performed fact-checking and produced accurate responses for AI-generated content. Created and evaluated diverse prompts to gauge and refine model behavior based on observed outputs. • RLHF through human feedback loops • Fact-checking/review of AI-generated content • Prompt engineering for evaluation of model responses • Ensuring accuracy and reliability of labeled outputs

2023 - Present

Case Management Specialist

TextEntity (NER) Classification

Resolved written and verbal complaints in line with SEC regulations while liaising across internal sectors. Delivered updates and resolutions via mailed letters and memorandums, indicating careful documentation and structured information handling. Worked with data-driven decisions compliant with law and policy, supporting accurate record-keeping. • Reviewed and processed client complaint information • Produced compliance-oriented written responses • Maintained documentation and record updates • Coordinated across teams for accurate data-driven outcomes

2020 - 2021

Education

Work History