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Research dataset

Dataset - Gemini 3.5 Flash-Generated Undergraduate Essays Across 30 Majors

This dataset contains 90 essays generated by the Gemini 3.5 Flash language model, all written at the undergraduate level. The essays span five broad domains—Business, Education, Humanities, Psychology, and STEM—and cover 30 distinct majors, including Accounting, Biology, Computer Science, Psychology, and many others. Each essay is in the essay genre, with word counts distributed across three buckets: 400, 800, and 1200 words. All 90 essays are non-ESL, and no humanizers were applied.

Composition

Numbers in the table indicate article counts.

LevelDomainMajorGenreWord countai
gemini-3.5-flash
undergraduateBusinessAccountingessay4001
8001
12001
Business Administrationessay4001
8001
12001
Economicsessay4001
8001
12001
Financeessay4001
8001
12001
Marketingessay4001
8001
12001
EducationEducationessay4001
8001
12001
HumanitiesCommunicationsessay4001
8001
12001
Criminal Justiceessay4001
8001
12001
Englishessay4001
8001
12001
Graphic Designessay4001
8001
12001
Historyessay4001
8001
12001
International Relationsessay4001
8001
12001
Political Scienceessay4001
8001
12001
Sociologyessay4001
8001
12001
PsychologyPsychologyessay4001
8001
12001
STEMBiologyessay4001
8001
12001
Biomedical Engineeringessay4001
8001
12001
Chemistryessay4001
8001
12001
Civil Engineeringessay4001
8001
12001
Computer Scienceessay4001
8001
12001
Data Scienceessay4001
8001
12001
Electrical Engineeringessay4001
8001
12001
Environmental Scienceessay4001
8001
12001
Health Sciencesessay4001
8001
12001
Information Technologyessay4001
8001
12001
Mathematicsessay4001
8001
12001
Mechanical Engineeringessay4001
8001
12001
Nursingessay4001
8001
12001
Physicsessay4001
8001
12001
Pre-Medessay4001
8001
12001

Files

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