Elizabeth Burchfield

Key Skills

Software

Data Annotation Tech

Mercor

Top Subject Matter

No subject matter listed

Top Data Types

Audio

Image

Text

Top Label Types

Classification

Question Answering

Fine Tuning

Evaluation Rating

Prompt Response Writing SFT

Freelancer Overview

I have experience evaluating and annotating AI-generated content, focusing on logical integrity, fact-based accuracy, policy compliance, and structured formatting. My work includes applying detailed rubrics to assess reasoning, identifying unsupported claims and analytical gaps, and comparing multi-round model outputs to check consistency and improvement. I am skilled at handling complex, long-form prompts and producing precise, structured deliverables that meet strict specifications. My educational background in English and Psychology, along with ongoing Paralegal Studies coursework, enhances my ability to analyze legal reasoning, interpret statutory language, and evaluate jurisdiction-specific arguments. I specialize in complex reasoning tasks, compliance reviews, and nuanced edge cases where distinctions between fact, interpretation, and speculation are critical. I am detail-oriented, methodical, and well-suited for projects that require disciplined analysis beyond basic content labeling.

Labeling Experience

LLM Response Evaluation & Rubric-Based Annotation (Legal & Business Domains)

Data Annotation TechTextClassificationQuestion Answering

Annotated and evaluated large language model outputs across legal and business-use cases using structured, multi-criteria rubrics. Tasks included factuality verification, logical reasoning assessment, compliance checks, and identification of subjective or unverifiable claims. Maintained high inter-annotator agreement through guideline refinement and conducted secondary QA reviews to ensure consistency, precision, and adherence to project standards.

Annotated and evaluated large language model outputs across legal and business-use cases using structured, multi-criteria rubrics. Tasks included factuality verification, logical reasoning assessment, compliance checks, and identification of subjective or unverifiable claims. Maintained high inter-annotator agreement through guideline refinement and conducted secondary QA reviews to ensure consistency, precision, and adherence to project standards.

2024

Education

Work History