Data · dataset · 2026
Ethnic Stereotypes in Language: A Validated Sentence–Word Priming Stimulus Database for EEG/Neuroimaging, Behavioral, and LLM Research
Listed in Bicocca Open Archive Research Data
This database provides a validated set of sentences designed for research on ethnic stereotyping and social cognition.
Description
The materials are suitable for use in EEG/ERP experiments, neuroimaging studies (fMRI, MEG), behavioral paradigms, and computational/LLM modelling of social bias. The stimuli were validated on a native Italian-speaking population.
The database consists of 330 sentence–word pairs organized across three experimental conditions: • Incongruent (N = 110): sentences in which the terminal target word violates the ethnic stereotype associated with the speaker's accent (e.g., a speaker with an African accent described as a pilot or a surgeon) • Congruent (N = 110): sentences in which the terminal word is consistent with prevailing ethnic stereotypes (e.g., a speaker with an African accent described as working in a field or selling items at a market stall) • Neutral (N = 110): control sentences mentioning Italian individuals or regional groups, with no ethnic accent or stereotype content Sentences are distributed across seven ethnic/accent categories: African, Chinese, Roma/Sinti, Eastern European, Asian, Latin American, and Arabian.
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All three conditions are matched on the following variables: • Sentence length in characters • Sentence length in words • Terminal word length in characters • Lexical frequency of the terminal word • Grammatical category and imageability of the terminal word • Gender of the protagonist (male / female / mixed) Intended uses • EEG/ERP studies of stereotyping, social prediction, and language processing (N400, LAN, LP components) • Neuroimaging (fMRI/MEG) studies of social cognition and predictive coding • Behavioral studies of implicit ethnic bias, semantic priming, and accent perception • Training, testing, or probing Large Language Models (LLMs) on social bias, world knowledge and stereotype content Availability of auditory stimuli A professionally recorded auditory version of these stimuli (sentences spoken with native-accented voices across the seven ethnic/accent categories) is also available.
Auditory stimuli are not shared openly, but may be made available to research groups for non-profit academic purposes under a co-authorship agreement: groups wishing to use the auditory materials in a study intended for publication are invited to contact the authors to discuss the terms of scientific collaboration, which will include co-authorship on any resulting paper. To inquire, write to: mado.proverbio@unimib.it
Links
Where it is published
- DOI doi.org/10.17632/nbwn3jwzh4.1 ↗
DOI / persistent id · from board unimib it
Catalogue records · 1
- OAI-PMH record board.unimib.it/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Aboar… ↗
metadata API · from board unimib it
Topics
- From keywords
- Earth & Environmental Science · Engineering · Humanities · Life Sciences · Psychology & Behavioral Science · Social Science
- Inferred from text
- Cognitive and computational psychology 75%
Provenance · 1 source records, 10 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Bicocca Open Archive Research Data | oai:board.unimib.it/nbwn3jwzh4.1 | 5 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].anzsrc:group:5204 | enrichment · board unimib it | taxonomy-embedding@1.0.0 | title+keywords+description (75%) |
| concepts[field].local:field:earth-environmental | mapping · board unimib it | connector:board_unimib_it@1.0.0 | |
| concepts[field].local:field:engineering | mapping · board unimib it | connector:board_unimib_it@1.0.0 | |
| concepts[field].local:field:humanities | mapping · board unimib it | connector:board_unimib_it@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · board unimib it | connector:board_unimib_it@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · board unimib it | connector:board_unimib_it@1.0.0 | |
| concepts[field].local:field:social-science | mapping · board unimib it | connector:board_unimib_it@1.0.0 | |
| description | source · board unimib it | connector:board_unimib_it@1.0.0 | /metadata/dc/description |
| publication_date | source · board unimib it | connector:board_unimib_it@1.0.0 | |
| title | source · board unimib it | connector:board_unimib_it@1.0.0 | /metadata/dc/title |