Cover Image

Different Demographic Cues Yield Inconsistent Conclusions About LLM Personalization and Bias

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Tonneau, Manuel, Seghal, Neil K. R., Malhotra, Niyati, Kazemi, Sharif, Orozco-Olvera, Victor, Boudet, Ana María Muñoz, Subramanian, Lakshmi, Fraiberger, Samuel P., Guntuku, Sharath Chandra, Hofmann, Valentin
Format:	Preprint
Published:	2026
Subjects:	Computation and Language Computers and Society
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

HateDay: Insights from a Global Hate Speech Dataset Representative of a Day on Twitter
by: Tonneau, Manuel, et al.
Published: (2024)

The Enforcement and Feasibility of Hate Speech Moderation on Twitter
by: Tonneau, Manuel, et al.
Published: (2026)

NaijaHate: Evaluating Hate Speech Detection on Nigerian Twitter Using Representative Data
by: Tonneau, Manuel, et al.
Published: (2024)

From Languages to Geographies: Towards Evaluating Cultural Bias in Hate Speech Datasets
by: Tonneau, Manuel, et al.
Published: (2024)

Conversations with AI Chatbots Increase Short-Term Vaccine Intentions But Do Not Outperform Standard Public Health Messaging
by: Sehgal, Neil K. R., et al.
Published: (2025)

Effect of Static vs. Conversational AI-Generated Messages on Colorectal Cancer Screening Intent: a Randomized Controlled Trial
by: Sehgal, Neil K. R., et al.
Published: (2025)

Exploring Socio-Cultural Challenges and Opportunities in Designing Mental Health Chatbots for Adolescents in India
by: Sehgal, Neil K. R., et al.
Published: (2025)

A Concise Agent is Less Expert: Revealing Side Effects of Using Style Features on Conversational Agents
by: Cho, Young-Min, et al.
Published: (2026)

PAL: Designing Conversational Agents as Scalable, Cooperative Patient Simulators for Palliative-Care Training
by: Sehgal, Neil K. R., et al.
Published: (2025)

Designing Mental-Health Chatbots for Indian Adolescents: Mixed-Methods Evidence, a Boundary-Object Lens, and a Design-Tensions Framework
by: Sehgal, Neil K. R., et al.
Published: (2025)

Optimized but Unowned: How AI-Authored Goals Undermine the Motivation They Are Meant to Drive
by: Chi, Vivienne Bihe, et al.
Published: (2026)

Voice-Based Chatbots for English Speaking Practice in Multilingual Low-Resource Indian Schools: A Multi-Stakeholder Study
by: Shashidhara, Sneha, et al.
Published: (2026)

Social Norms in Cinema: A Cross-Cultural Analysis of Shame, Pride and Prejudice
by: Rai, Sunny, et al.
Published: (2024)

Language-based Valence and Arousal Expressions between the United States and China: a Cross-Cultural Examination
by: Cho, Young-Min, et al.
Published: (2024)

When Support Escalates Distress: Regulation and Escalation in LLM Responses to Venting and Advice-Seeking
by: Chi, Vivienne Bihe, et al.
Published: (2026)

Evaluating Deduplication Techniques for Economic Research Paper Titles with a Focus on Semantic Similarity using NLP and LLMs
by: You, Doohee, et al.
Published: (2024)

Building Knowledge-Guided Lexica to Model Cultural Variation
by: Havaldar, Shreya, et al.
Published: (2024)

Real-Time Deadlines Reveal Temporal Awareness Failures in LLM Strategic Dialogues
by: Sehgal, Neil K. R., et al.
Published: (2026)

When Claims Evolve: Evaluating and Enhancing the Robustness of Embedding Models Against Misinformation Edits
by: Magomere, Jabez, et al.
Published: (2025)

The Inconsistency Critique: Epistemic Practices and AI Testimony About Inner States
by: Petruzella, Gerol
Published: (2025)

Multiscale Encoder and Omni-Dimensional Dynamic Convolution Enrichment in nnU-Net for Brain Tumor Segmentation
by: Mistry, Sahaj K., et al.
Published: (2024)

Herd Behavior: Investigating Peer Influence in LLM-based Multi-Agent Systems
by: Cho, Young-Min, et al.
Published: (2025)

Cross-Cultural Differences in Mental Health Expressions on Social Media
by: Rai, Sunny, et al.
Published: (2024)

Mood as a Contextual Cue for Improved Emotion Inference
by: Narayana, Soujanya, et al.
Published: (2024)

Conceptors for Semantic Steering
by: Triantafyllopoulos, Ilias, et al.
Published: (2026)

ChiKhaPo: A Large-Scale Multilingual Benchmark for Evaluating Lexical Comprehension and Generation in Large Language Models
by: Chang, Emily, et al.
Published: (2025)

Self-Reported Side Effects of Semaglutide and Tirzepatide in Online Communities
by: Sehgal, Neil K. R., et al.
Published: (2026)

Elucidating Mechanisms of Demographic Bias in LLMs for Healthcare
by: Ahsan, Hiba, et al.
Published: (2025)

Demographic and Linguistic Bias Evaluation in Omnimodal Language Models
by: Elobaid, Alaa
Published: (2026)

Gender Inflected or Bias Inflicted: On Using Grammatical Gender Cues for Bias Evaluation in Machine Translation
by: Singh, Pushpdeep
Published: (2023)

Leveraging Prototypical Representations for Mitigating Social Bias without Demographic Information
by: Iskander, Shadi, et al.
Published: (2024)

Bias and Volatility: A Statistical Framework for Evaluating Large Language Model's Stereotypes and the Associated Generation Inconsistency
by: Liu, Yiran, et al.
Published: (2024)

Debiasing the Influence of Demographic and Appearance Cues in Social Engineering via Role-Taking: Negative Results
by: Supti, Tourjana Islam, et al.
Published: (2025)

Encoding Inequity: Examining Demographic Bias in LLM-Driven Robot Caregiving
by: Korpan, Raj
Published: (2025)

Demographic Benchmarking: Bridging Socio-Technical Gaps in Bias Detection
by: Clavell, Gemma Galdon, et al.
Published: (2025)

Auditing for Bias in Ad Delivery Using Inferred Demographic Attributes
by: Imana, Basileal, et al.
Published: (2024)

LID Models are Actually Accent Classifiers: Implications and Solutions for LID on Accented Speech
by: Bafna, Niyati, et al.
Published: (2025)

Metrics for Dataset Demographic Bias: A Case Study on Facial Expression Recognition
by: Dominguez-Catena, Iris, et al.
Published: (2023)

Locating Demographic Bias at the Attention-Head Level in CLIP's Vision Encoder
by: Yasser, Alaa, et al.
Published: (2026)

DSAP: Analyzing Bias Through Demographic Comparison of Datasets
by: Dominguez-Catena, Iris, et al.
Published: (2023)