Visual Exploration of Indirect Bias in Language Models

dc.contributor.authorLouis-Alexandre, Judithen_US
dc.contributor.authorWaldner, Manuelaen_US
dc.contributor.editorHoellt, Thomasen_US
dc.contributor.editorAigner, Wolfgangen_US
dc.contributor.editorWang, Beien_US
dc.date.accessioned2023-06-10T06:34:30Z
dc.date.available2023-06-10T06:34:30Z
dc.date.issued2023
dc.description.abstractLanguage models are trained on large text corpora that often include stereotypes. This can lead to direct or indirect bias in downstream applications. In this work, we present a method for interactive visual exploration of indirect multiclass bias learned by contextual word embeddings. We introduce a new indirect bias quantification score and present two interactive visualizations to explore interactions between multiple non-sensitive concepts (such as sports, occupations, and beverages) and sensitive attributes (such as gender or year of birth) based on this score.en_US
dc.description.sectionheadersVA and Perception
dc.description.seriesinformationEuroVis 2023 - Short Papers
dc.identifier.doi10.2312/evs.20231034
dc.identifier.isbn978-3-03868-219-6
dc.identifier.pages1-5
dc.identifier.pages5 pages
dc.identifier.urihttps://doi.org/10.2312/evs.20231034
dc.identifier.urihttps://diglib.eg.org:443/handle/10.2312/evs20231034
dc.publisherThe Eurographics Associationen_US
dc.rightsAttribution 4.0 International License
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/
dc.subjectCCS Concepts: Human-centered computing -> Visual analytics; Computing methodologies -> Natural language processing
dc.subjectHuman centered computing
dc.subjectVisual analytics
dc.subjectComputing methodologies
dc.subjectNatural language processing
dc.titleVisual Exploration of Indirect Bias in Language Modelsen_US
Files
Original bundle
Now showing 1 - 3 of 3
Loading...
Thumbnail Image
Name:
001-005.pdf
Size:
512.94 KB
Format:
Adobe Portable Document Format
No Thumbnail Available
Name:
1026-mm.mp4
Size:
49.06 MB
Format:
Unknown data format
Loading...
Thumbnail Image
Name:
1026-mm.pdf
Size:
122.02 KB
Format:
Adobe Portable Document Format
Collections