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N

Nikolas Z.

AI evaluation, rating and annotation.

USA flagPowhatan, Usa

Key Skills

Software

Other

Top Subject Matter

AI-generated content evaluation and dataset annotation
Legal Services & Contract Review
Regulatory Compliance & Risk Analysis

Top Data Types

TextText
ImageImage
VideoVideo

Top Task Types

SegmentationSegmentation
ClassificationClassification
Text GenerationText Generation
Text SummarizationText Summarization
Fine-tuningFine-tuning
TranscriptionTranscription
Prompt + Response Writing (SFT)Prompt + Response Writing (SFT)
Computer Programming/CodingComputer Programming/Coding
Evaluation/RatingEvaluation/Rating

Freelancer Overview

Data Annotation | Outlier AI (AI content evaluation and annotation). Education includes Bachelor of Science, Western Governors University. AI-training focus includes data types such as text and labeling workflows including Evaluation and Rating.

Labeling Experience

Data Annotation | Outlier AI (AI content evaluation and annotation)

OtherTextText

Performed evaluation and annotation of AI-generated content for accuracy, quality, and policy compliance. Reviewed large language model (LLM) outputs to detect problems in reasoning, tone, formatting, and instruction adherence. Contributed to iterative improvement by refining prompts and associated response data used for training and quality gains. • Annotated AI content against quality and compliance criteria • Assessed LLM responses for reasoning and instruction-following issues • Identified formatting and tone inconsistencies in generated text • Developed/refined prompts and response data to support model improvement

2025 - Present

Education

W

Western Governors University

Bachelor of Science, Computer Science

Bachelor of Science
Not specified

Work History

A

Argos Summit Materials

Truck Driver, Class B

Powhatan
2024 - 2025
R

Roehl Transport

Truck Driver, Class A

Powhatan
2022 - 2024