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Isaac

Isaac

Independent Data Annotator & Content Specialist (LLM content evaluation and dataset label review)

USA flagSan Jose, Usa

Key Skills

Software

Don't disclose

Top Subject Matter

LLM output evaluation
data labeling quality assurance
Archival data verification and catalog quality auditing

Top Data Types

TextText

Top Task Types

Data CollectionData Collection

Freelancer Overview

Independent Data Annotator & Content Specialist (LLM content evaluation and dataset label review). Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Don't disclose. Education includes Bachelor of Arts, San Jose State University (2023). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Data Collection.

Labeling Experience

Independent Data Annotator & Content Specialist (LLM content evaluation and dataset label review)

Don't discloseTextText

Independently evaluated and graded machine-generated text outputs from experimental LLMs for truthfulness, logic, safety, and compliance with complex quality rubrics. Performed human-in-the-loop style review by identifying errors and checking adherence to strict user-defined negative constraints. Conducted independent research to verify factual integrity and detect hallucinations and logical fallacies.• Evaluated model performance against multi-criteria quality rubrics and negative constraints.• Classified and reviewed dataset labels to improve conversational accuracy and model behavior.• Produced precise analytical explanations of findings for downstream stakeholders.• Verified claims using primary and credible secondary web sources to maintain data integrity.

2024 - Present

Research & Archival Assistant (data accuracy verification and text summarization)

Don't discloseTextTextData CollectionData Collection

Supported research and archival workflows that involved auditing and verifying historical and digital records for accuracy. Assisted with cross-referencing and validating source materials and maintaining data integrity in library catalog databases. Synthesized complex archival documents into concise summaries for educational displays and digital archives.• Located, cross-referenced, and verified historical data and archival documents.• Audited digital catalog databases for typographical, indexing, and categorization inconsistencies.• Maintained accuracy of cataloging metadata to ensure reliable downstream retrieval.• Summarized complex materials into concise text for educational and archival use.

2021 - 2023

Education

S

San Jose State University

Bachelor of Arts, Liberal Arts

Bachelor of Arts
2019 - 2023

Work History

S

San Jose Public Library System

Research & Archival Assistant

San Jose
2021 - 2023