Amber Parker

Key Skills

Software

Mercor

Labelbox

Other

Top Subject Matter

LLM Alignment and Reasoning

LLM Evaluation and RLHF

High-Reasoning AI Tasks

Top Data Types

Text

Top Task Types

Prompt Response Writing SFT

RLHF

Freelancer Overview

AI Training Specialist (SFT & Alignment). Brings 17+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Mercor, Welocalize, and Labelbox. Education includes Bachelor's Degree, Georgia Southern University (2010). AI-training focus includes data types such as Text and labeling workflows including Prompt + Response Writing (SFT) and RLHF.

Labeling Experience

AI Training Specialist (SFT & Alignment)

MercorTextPrompt Response Writing SFT

Executed supervised fine-tuning projects for advanced language models, emphasizing reasoning-heavy responses. Developed multi-turn scaffolds to enhance logic and chain-of-thought capabilities in LLMs. Ensured output quality through rigorous editing and adherence to technical rubrics. • Led SFT data generation initiatives for frontier LLMs • Specialized in writing and editing complex, high-quality prompts and responses • Improved LLM performance on reasoning and multi-turn dialogue • Maintained alignment with project-specific guidelines and creative standards

Executed supervised fine-tuning projects for advanced language models, emphasizing reasoning-heavy responses. Developed multi-turn scaffolds to enhance logic and chain-of-thought capabilities in LLMs. Ensured output quality through rigorous editing and adherence to technical rubrics. • Led SFT data generation initiatives for frontier LLMs • Specialized in writing and editing complex, high-quality prompts and responses • Improved LLM performance on reasoning and multi-turn dialogue • Maintained alignment with project-specific guidelines and creative standards

2025 - Present

Advanced AI Writing Specialist

LabelboxTextPrompt Response Writing SFT

Performed annotation and response writing for high-reasoning AI training tasks. Used Labelbox to curate datasets for fine-tuning language models. Managed and categorized complex data to support model improvement efforts. • Applied expert reasoning to annotate diverse text datasets • Wrote and refined challenging prompts and responses • Leveraged Labelbox for dataset organization and workflow • Drove model improvement with high-quality labeled data

Performed annotation and response writing for high-reasoning AI training tasks. Used Labelbox to curate datasets for fine-tuning language models. Managed and categorized complex data to support model improvement efforts. • Applied expert reasoning to annotate diverse text datasets • Wrote and refined challenging prompts and responses • Leveraged Labelbox for dataset organization and workflow • Drove model improvement with high-quality labeled data

2024 - 2025

AI Content Evaluator (OpenAI Project)

TextRLHF

Collaborated on RLHF (Reinforcement Learning from Human Feedback) projects evaluating AI-generated responses. Assessed model outputs for factual accuracy, tone, and safety. Provided detailed grading and iterative feedback to enhance LLM performance. • Graded LLM outputs for accuracy and appropriateness • Identified and mitigated hallucinations and errors • Supported content alignment through structured evaluations • Contributed to improvements in model safety and reliability

Collaborated on RLHF (Reinforcement Learning from Human Feedback) projects evaluating AI-generated responses. Assessed model outputs for factual accuracy, tone, and safety. Provided detailed grading and iterative feedback to enhance LLM performance. • Graded LLM outputs for accuracy and appropriateness • Identified and mitigated hallucinations and errors • Supported content alignment through structured evaluations • Contributed to improvements in model safety and reliability

2024 - 2025

AI Content & Annotation Specialist

OtherTextPrompt Response Writing SFT

Executed annotation, content generation, transcription, and OCR tasks for ChatGPT-based workflows. Designed optimized prompts to improve client workflows and model performance. Consistently met stringent accuracy and efficiency standards in annotation projects. • Handled multi-step data labeling for varied conversational AI needs • Designed and graded prompts for optimal output • Applied OCR and transcription to supplement dataset quality • Supported large-scale ChatGPT annotation tasks

Executed annotation, content generation, transcription, and OCR tasks for ChatGPT-based workflows. Designed optimized prompts to improve client workflows and model performance. Consistently met stringent accuracy and efficiency standards in annotation projects. • Handled multi-step data labeling for varied conversational AI needs • Designed and graded prompts for optimal output • Applied OCR and transcription to supplement dataset quality • Supported large-scale ChatGPT annotation tasks

2022 - 2024

Education

Work History