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Bigmac

Bigmac

AI Training Data Annotation & Quality Optimization Project

USA flagBillings, Usa

Key Skills

Software

Label StudioLabel Studio

Top Subject Matter

AI training and RLHF human-feedback annotation for LLMs
Legal Services & Contract Review
Regulatory Compliance & Risk Analysis

Top Data Types

TextText
ImageImage
DocumentDocument

Top Task Types

RLHFRLHF

Freelancer Overview

AI Training Data Annotation & Quality Optimization Project. Core strengths include OpenTrainAI. Education includes Bachelor of Science, Zhejiang University (2022). AI-training focus includes data types such as Text and labeling workflows including RLHF.

Labeling Experience

AI Training Data Annotation & Quality Optimization Project

TextTextRLHFRLHF

Performed high-quality AI training data annotation for text dialogue, including RLHF positive and negative sample labeling, content ranking, and preference alignment across tens of thousands of standardized entries. Conducted data cleaning, screening, and verification to remove duplicate, invalid, and low-quality samples while correcting labeling errors and unifying labeling standards for consistency. Participated in platform quality inspection and random sampling, completing required modifications and documenting common issues to improve labeling efficiency and accuracy over time. • Labeled text dialogue intents and boundary/ambiguous cases following standardized specifications • Annotated RLHF preference signals (positive/negative samples) and scored/ranked responses for alignment • Verified content compliance, deduplicated data, and corrected semantic/labeling inconsistencies • Achieved stable annotation accuracy above 98.5% with zero violation records and no major rework

2023 - Present

Education

Z

Zhejiang University

Bachelor of Science, Undergraduate Studies

Bachelor of Science
2018 - 2022

Work History

A

Alibaba

coder

Hangzhou
2023 - 2025