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Elijah Williams

Elijah Williams

AI Trainer & Reviewer (Contractor)

USA flagReynoldsburg, Usa
$30.00/hrIntermediateScale AIRemotasksInternal Proprietary Tooling

Key Skills

Software

Scale AIScale AI
RemotasksRemotasks
Internal/Proprietary Tooling

Top Subject Matter

STEM (evolutionary biology, human anatomy, ecology, biostatistics, environmental science)
General Knowledge

Top Data Types

TextText
ImageImage
DocumentDocument

Top Task Types

RLHFRLHF
Text GenerationText Generation
Question AnsweringQuestion Answering
Text SummarizationText Summarization
Fine-tuningFine-tuning
TranscriptionTranscription
Evaluation/RatingEvaluation/Rating
Prompt + Response Writing (SFT)Prompt + Response Writing (SFT)

Freelancer Overview

AI Trainer & Reviewer (Contractor). Brings 2 years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include generated expert level STEM prompts and golden responses. Education includes Bachelor of Science, The Ohio State University (2018) and Doctor of Philosophy, Cleveland State University (2025). AI-training focus includes data types such as Text and labeling workflows including RLHF.

IntermediateEnglish

Labeling Experience

A.I. Trainer and Reviewer (Generalist)

TextText Generation
I have worked on a wide assortment of generalist projects that included prompts such as transcribing and summarizing poetry from archaic English, providing examples of mythological stories, creating teaching lesson plants, solving and geometry problems.

I have worked on a wide assortment of generalist projects that included prompts such as transcribing and summarizing poetry from archaic English, providing examples of mythological stories, creating teaching lesson plants, solving and geometry problems.

2024 - Present

AI trainer and reviewer (RLVR)

ImagePrompt Response Writing SFT
This includes various projects in which a public domain or user-generated image is presented alongside a prompt with a single objective answer. The contributor then has to write a detailed step-by-step walkthrough for how to reach this final answer.

This includes various projects in which a public domain or user-generated image is presented alongside a prompt with a single objective answer. The contributor then has to write a detailed step-by-step walkthrough for how to reach this final answer.

2024 - Present

AI Trainer and Reviewer (RLHF)

TextRLHF
A particularly complex project in which a high-end commercial model was presented with a prompt that included at least 3 different file inputs and had to generate 2 or more functional file outputs. File types included pdf, xlsx, csv, pptx, docx, zip, jpeg, png, and txt. Spreadsheets included at least 100 rows and text documents had at least 25 pages. All inputs were either contributor-created or required screenshots proving they were public domain. Model responses were graded against a rubric that was generated using contributor-created golden response files and further tweaked to ensure quality. Rubrics often exceeded 100 weighted criteria and tasks required the model to score 40% or less.

A particularly complex project in which a high-end commercial model was presented with a prompt that included at least 3 different file inputs and had to generate 2 or more functional file outputs. File types included pdf, xlsx, csv, pptx, docx, zip, jpeg, png, and txt. Spreadsheets included at least 100 rows and text documents had at least 25 pages. All inputs were either contributor-created or required screenshots proving they were public domain. Model responses were graded against a rubric that was generated using contributor-created golden response files and further tweaked to ensure quality. Rubrics often exceeded 100 weighted criteria and tasks required the model to score 40% or less.

2024 - Present

AI Trainer & Reviewer (Evalutation)

TextEvaluation Rating
A multimodel project in which 2 model responses to pre-filled prompts are rated and ranked according to truthfulness, verbosity, writing quality, prompt correctness, and overall quality. Ranking must include a detailed justification for model preference.

A multimodel project in which 2 model responses to pre-filled prompts are rated and ranked according to truthfulness, verbosity, writing quality, prompt correctness, and overall quality. Ranking must include a detailed justification for model preference.

2024 - Present

Education

C

Cleveland State University

Doctor of Philosophy, Ecology and Regulatory Biology

Doctor of Philosophy
2018 - 2025
T

The Ohio State University

Bachelor of Science, Zoology

Bachelor of Science
2014 - 2018

Work History

C

Cleveland State University

Field Research Assistant

Cleveland
2023 - Present
M

Metropolitan Family Care

Medical Records Assistant

Reynoldsburg
2014 - Present