Tanya

Key Skills

Software

Other

Top Subject Matter

Financial Services

Risk and Control

RLHF / Preference Modeling

Top Data Types

Text

Video

Image

Top Task Types

RLHF

Bounding Box

Segmentation

Object Detection

Evaluation Rating

Transcription

Question Answering

Freelancer Overview

I have extensive experience as an AI Training Fellow, specializing in high-complexity evaluation and reinforcement learning (RLHF) for frontier models. My work on specialized initiatives like Project Hedgehog has focused on multi-modal tasks, including detailed text annotation, visual verification, and logical reasoning assessments. I am particularly skilled at identifying subtle model hallucinations and ensuring technical accuracy in complex domains, consistently maintaining high quality scores while adhering to rigorous project benchmarks and daily throughput targets. What sets me apart is the integration of my professional background as a CPA with over eight years of experience in global banking at Citibank. This allows me to provide high-level Subject Matter Expertise (SME) in financial reasoning, regulatory reporting, and risk and control frameworks - areas where AI models often require the most sophisticated tuning. My ability to bridge the gap between technical financial standards and AI alignment ensures that model outputs are not only linguistically fluid but also factually robust and logically sound.

Labeling Experience

Education

Work History