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Data · dataset · 2025

Replication Data for: The erasure of intensive livestock farming in text-to-image generative AI

Listed in Borealis

Generative AI like ChatGPT has become increasingly integrated into people's daily lives as a vehicle for content creation and information access.

Description

While research has revealed how AI could perpetuate biases against marginalized human groups, AI’s impact on non-human animals remains understudied. We found that ChatGPT's text-to-image model (DALL-E 3) is biased toward romanticizing livestock farming as dairy cows grazing on pasture and pigs rooting in mud, even when explicitly prompted for realistic depictions.

The public values naturalness and pasture access, but most farmed animals in industrialized countries are housed indoors and intensively. Notably, when we inhibited automatic prompt revision, images shifted to reflect modern farming more realistically: cows accessing feed through metal headlocks in intensive indoor systems, and pigs behind metal railings on concrete floors. While prompt revision was implemented to mitigate bias, it paradoxically erased intensive farming reality and conveyed disinformation that farmed animals live extensively.

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Where it is published

Catalogue records · 1

Topics

Inferred from text
Image 65%
Provenance · 1 source records, 13 field assertions
SourceKeyLast seenRaw
Borealisdoi:10.5683/SP3/EAWR6D11 d agoJSON v1
FieldAssertionExtractorEvidence
concepts[field].anzsrc:field:300306mapping · borealisdata cavocabulary-mapper@1.0.0keywords['animal welfare']
concepts[field].anzsrc:group:4602mapping · borealisdata cavocabulary-mapper@1.0.0keywords['Artificial Intelligence']
concepts[field].dataverse_subject:agricultural-sciencessource · borealisdata caconnector:borealisdata_ca@1.0.0/subjects
concepts[field].dataverse_subject:computer-and-information-sciencesource · borealisdata caconnector:borealisdata_ca@1.0.0/subjects
concepts[field].local:field:computer-science-aimapping · borealisdata caconnector:borealisdata_ca@1.0.0/subjects
concepts[field].local:field:life-sciencesmapping · borealisdata caconnector:borealisdata_ca@1.0.0/subjects
concepts[modality].local:modality:imageenrichment · borealisdata cakeyword-concept-rules@1.0.0title+description (65%)
created_datesource · borealisdata caconnector:borealisdata_ca@1.0.0
descriptionsource · borealisdata caconnector:borealisdata_ca@1.0.0/description
publication_datesource · borealisdata caconnector:borealisdata_ca@1.0.0
titlesource · borealisdata caconnector:borealisdata_ca@1.0.0/name
updated_datesource · borealisdata caconnector:borealisdata_ca@1.0.0
version_labelsource · borealisdata caconnector:borealisdata_ca@1.0.0