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Favour Ayoh

Favour Ayoh

AI Model Evaluator - Large Language Models

Nigeria flagMakurdi, Benue, Nigeria
$15.00/hrExpertAppenData Annotation TechDataloop

Key Skills

Software

AppenAppen
Data Annotation TechData Annotation Tech
DataloopDataloop
LabelboxLabelbox
LabelImgLabelImg
Label StudioLabel Studio
LionbridgeLionbridge
Micro1
MindriftMindrift
RemotasksRemotasks
Scale AIScale AI
SuperAnnotateSuperAnnotate
TelusTelus

Top Subject Matter

Artificial Intelligence – LLM Training & Evaluation
Technology – NLP & Conversational AI Systems
Data Services – Annotation, QA & Model Validation

Top Data Types

ImageImage
VideoVideo
TextText

Top Task Types

Bounding BoxBounding Box
PolygonPolygon
SegmentationSegmentation
ClassificationClassification
Entity (NER) ClassificationEntity (NER) Classification
Point/Key PointPoint/Key Point
PolylinePolyline
CuboidCuboid
Object DetectionObject Detection
Text GenerationText Generation
Question AnsweringQuestion Answering
Text SummarizationText Summarization
Fine-tuningFine-tuning
Data CollectionData Collection
Evaluation/RatingEvaluation/Rating
TranscriptionTranscription
Computer Programming/CodingComputer Programming/Coding
Prompt + Response Writing (SFT)Prompt + Response Writing (SFT)
RLHFRLHF
Red TeamingRed Teaming
Function CallingFunction Calling

Freelancer Overview

I am an experienced data annotation and AI model evaluation specialist with over four years supporting large-scale AI training and QA projects. My work spans LLM benchmarking, RLHF evaluation, prompt engineering, and structured data labeling for both text and multimodal datasets. I have deep expertise in designing and auditing annotation workflows, building gold standard datasets, and ensuring inter-rater reliability using tools like Labelbox, ScaleAI, Remotasks, and internal QA dashboards. My background includes hands-on annotation of text, image, and audio data, as well as rigorous quality assurance for supervised fine-tuning, preference ranking, and classification tasks. I am skilled in Python, basic SQL, and data structuring (JSON/XML), and have contributed to open-source datasets in NLP and code-switching. I thrive in remote, cross-functional environments and am recognized for my precision, adaptability, and ability to translate complex evaluation findings into actionable insights for engineering and research teams.

ExpertEnglish

Labeling Experience

LLM Training & Data Annotation Specialist (RLHF & QA)

TextSegmentation
Contributed to large-scale AI training and evaluation projects focused on improving the performance of large language models (LLMs). Performed high-accuracy text annotation and evaluation tasks including prompt-response assessment, preference ranking, classification, and error identification using detailed project guidelines.

Contributed to large-scale AI training and evaluation projects focused on improving the performance of large language models (LLMs). Performed high-accuracy text annotation and evaluation tasks including prompt-response assessment, preference ranking, classification, and error identification using detailed project guidelines.

2022 - 2023

Education

C

College of Notre Dame of Maryland

Master of Arts, Leadership in Teaching with a Concentration in Technology and Assessment

Master of Arts
2024 - 2024
U

Udacity

Professional Certificate, Mobile Application Testing and Quality Assurance Automation

Professional Certificate
2024 - 2024

Work History

N

NSU University School

English Department Chair & AI Integration Lead

Fort Lauderdale
2023 - 2024
N

NSU University School

Director of Student Academic Services

Fort Lauderdale
2023 - 2023