Missing the Margins: A Systematic Literature Review on the Demographic Representativeness of LLMs
Fuente:
arXiv
Saved in:
| Main Authors: | Sen, Indira, Lutz, Marlene, Rogers, Elisa, Garcia, David, Strohmaier, Markus |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
The Prompt Makes the Person(a): A Systematic Evaluation of Sociodemographic Persona Prompting for Large Language Models
by: Lutz, Marlene, et al.
Published: (2025)
by: Lutz, Marlene, et al.
Published: (2025)
Do Psychometric Tests Work for Large Language Models? Evaluation of Tests on Sexism, Racism, and Morality
by: Jung, Jana, et al.
Published: (2025)
by: Jung, Jana, et al.
Published: (2025)
Local Contrastive Editing of Gender Stereotypes
by: Lutz, Marlene, et al.
Published: (2024)
by: Lutz, Marlene, et al.
Published: (2024)
Robustness and Confounders in the Demographic Alignment of LLMs with Human Perceptions of Offensiveness
by: Alipour, Shayan, et al.
Published: (2024)
by: Alipour, Shayan, et al.
Published: (2024)
Properties of Group Fairness Metrics for Rankings
by: Schumacher, Tobias, et al.
Published: (2022)
by: Schumacher, Tobias, et al.
Published: (2022)
Extracting Affect Aggregates from Longitudinal Social Media Data with Temporal Adapters for Large Language Models
by: Ahnert, Georg, et al.
Published: (2024)
by: Ahnert, Georg, et al.
Published: (2024)
Toxic comments reduce the activity of volunteer editors on Wikipedia
by: Smirnov, Ivan, et al.
Published: (2023)
by: Smirnov, Ivan, et al.
Published: (2023)
The Unseen Targets of Hate -- A Systematic Review of Hateful Communication Datasets
by: Yu, Zehui, et al.
Published: (2024)
by: Yu, Zehui, et al.
Published: (2024)
Persona-driven Simulation of Voting Behavior in the European Parliament with Large Language Models
by: Kreutner, Maximilian, et al.
Published: (2025)
by: Kreutner, Maximilian, et al.
Published: (2025)
Quota-based debiasing can decrease representation of already underrepresented groups
by: Smirnov, Ivan, et al.
Published: (2020)
by: Smirnov, Ivan, et al.
Published: (2020)
Only a Little to the Left: A Theory-grounded Measure of Political Bias in Large Language Models
by: Faulborn, Mats, et al.
Published: (2025)
by: Faulborn, Mats, et al.
Published: (2025)
Prompt Perturbations Reveal Human-Like Biases in Large Language Model Survey Responses
by: Rupprecht, Jens, et al.
Published: (2025)
by: Rupprecht, Jens, et al.
Published: (2025)
Fairness Risks for Group-conditionally Missing Demographics
by: Jiang, Kaiqi, et al.
Published: (2024)
by: Jiang, Kaiqi, et al.
Published: (2024)
German General Social Survey Personas: A Survey-Derived Persona Prompt Collection for Population-Aligned LLM Studies
by: Rupprecht, Jens, et al.
Published: (2025)
by: Rupprecht, Jens, et al.
Published: (2025)
QSTN: A Modular Framework for Robust Questionnaire Inference with Large Language Models
by: Kreutner, Maximilian, et al.
Published: (2025)
by: Kreutner, Maximilian, et al.
Published: (2025)
Survey Response Generation: Generating Closed-Ended Survey Responses In-Silico with Large Language Models
by: Ahnert, Georg, et al.
Published: (2025)
by: Ahnert, Georg, et al.
Published: (2025)
From Measurement Instruments to Data: Leveraging Theory-Driven Synthetic Training Data for Classifying Social Constructs
by: Birkenmaier, Lukas, et al.
Published: (2024)
by: Birkenmaier, Lukas, et al.
Published: (2024)
Responsible AI Governance: A Systematic Literature Review
by: Batool, Amna, et al.
Published: (2023)
by: Batool, Amna, et al.
Published: (2023)
Into the Unknown: Accounting for Missing Demographic Data when Mitigating Ad Delivery Skew
by: Corpus, Isabel, et al.
Published: (2026)
by: Corpus, Isabel, et al.
Published: (2026)
Simulating Persuasive Dialogues on Meat Reduction with Generative Agents
by: Ahnert, Georg, et al.
Published: (2025)
by: Ahnert, Georg, et al.
Published: (2025)
Neural network embeddings recover value dimensions from psychometric survey items on par with human data
by: Pellert, Max, et al.
Published: (2025)
by: Pellert, Max, et al.
Published: (2025)
Learning Analytics Dashboards for Advisors -- A Systematic Literature Review
by: Vemula, Suchith Reddy, et al.
Published: (2024)
by: Vemula, Suchith Reddy, et al.
Published: (2024)
Optimizing Peer Grading: A Systematic Literature Review of Reviewer Assignment Strategies and Quantity of Reviewers
by: Paul, Uchswas, et al.
Published: (2025)
by: Paul, Uchswas, et al.
Published: (2025)
Computational Studies in Influencer Marketing: A Systematic Literature Review
by: Gui, Haoyang, et al.
Published: (2025)
by: Gui, Haoyang, et al.
Published: (2025)
Driving Education Advancements of Novice Drivers: A Systematic Literature Review
by: Tusti, Anannya Ghosh, et al.
Published: (2025)
by: Tusti, Anannya Ghosh, et al.
Published: (2025)
Advancing Education through Tutoring Systems: A Systematic Literature Review
by: Liu, Vincent, et al.
Published: (2025)
by: Liu, Vincent, et al.
Published: (2025)
A Framework for Information Disorder: Modeling Mechanisms and Implications Based on a Systematic Literature Review
by: Ricard, Julie, et al.
Published: (2025)
by: Ricard, Julie, et al.
Published: (2025)
A Systematic Literature Review on the NIS2 Directive
by: Ruohonen, Jukka
Published: (2024)
by: Ruohonen, Jukka
Published: (2024)
Tell Me What You Know About Sexism: Expert-LLM Interaction Strategies and Co-Created Definitions for Zero-Shot Sexism Detection
by: Reuver, Myrthe, et al.
Published: (2025)
by: Reuver, Myrthe, et al.
Published: (2025)
A Systematic Literature Review of Computer Science MOOCs for K-12 education
by: van der Lubbe, L. M., et al.
Published: (2025)
by: van der Lubbe, L. M., et al.
Published: (2025)
A Systematic Literature Review of Unmanned Aerial Vehicles for Healthcare and Emergency Services
by: Habibi, Sara, et al.
Published: (2025)
by: Habibi, Sara, et al.
Published: (2025)
Exploring the Role of Automated Feedback in Programming Education: A Systematic Literature Review
by: Jung, Yeonji, et al.
Published: (2026)
by: Jung, Yeonji, et al.
Published: (2026)
Beyond Marginal Distributions: A Framework to Evaluate the Representativeness of Demographic-Aligned LLMs
by: Williams, Tristan, et al.
Published: (2026)
by: Williams, Tristan, et al.
Published: (2026)
Understanding the LLM-ification of CHI: Unpacking the Impact of LLMs at CHI through a Systematic Literature Review
by: Pang, Rock Yuren, et al.
Published: (2025)
by: Pang, Rock Yuren, et al.
Published: (2025)
ESG and the Cost of Capital: Insights from an AI-Assisted Systematic Literature Review
by: Asem, Ebenezer, et al.
Published: (2025)
by: Asem, Ebenezer, et al.
Published: (2025)
Causal Analysis of Author Demographics in Academic Peer Review
by: Oyshi, Uttamasha Anjally, et al.
Published: (2026)
by: Oyshi, Uttamasha Anjally, et al.
Published: (2026)
Psycholinguistic Analyses in Software Engineering Text: A Systematic Literature Review
by: Sajadi, Amirali, et al.
Published: (2025)
by: Sajadi, Amirali, et al.
Published: (2025)
Systematic Literature Review: Explainable AI Definitions and Challenges in Education
by: Altukhi, Zaid M., et al.
Published: (2025)
by: Altukhi, Zaid M., et al.
Published: (2025)
A Systematic Literature Review on Equity and Technology in HCI and Fairness: Navigating the Complexities and Nuances of Equity Research
by: Kim, Seyun, et al.
Published: (2025)
by: Kim, Seyun, et al.
Published: (2025)
Cyber Security Educational Games for Children: A Systematic Literature Review
by: Damenu, Temesgen Kitaw, et al.
Published: (2025)
by: Damenu, Temesgen Kitaw, et al.
Published: (2025)
Similar Items
-
The Prompt Makes the Person(a): A Systematic Evaluation of Sociodemographic Persona Prompting for Large Language Models
by: Lutz, Marlene, et al.
Published: (2025) -
Do Psychometric Tests Work for Large Language Models? Evaluation of Tests on Sexism, Racism, and Morality
by: Jung, Jana, et al.
Published: (2025) -
Local Contrastive Editing of Gender Stereotypes
by: Lutz, Marlene, et al.
Published: (2024) -
Robustness and Confounders in the Demographic Alignment of LLMs with Human Perceptions of Offensiveness
by: Alipour, Shayan, et al.
Published: (2024) -
Properties of Group Fairness Metrics for Rankings
by: Schumacher, Tobias, et al.
Published: (2022)