Cover Image

Biases Propagate in Encoder-based Vision-Language Models: A Systematic Analysis From Intrinsic Measures to Zero-shot Retrieval Outcomes

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ghate, Kshitish, Charlesworth, Tessa, Diab, Mona, Caliskan, Aylin
Format:	Preprint
Published:	2025
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Intrinsic Bias is Predicted by Pretraining Data and Correlates with Downstream Performance in Vision-Language Encoders
by: Ghate, Kshitish, et al.
Published: (2025)

Personal Information Parroting in Language Models
by: Subramani, Nishant, et al.
Published: (2026)

EVALUESTEER: Measuring Reward Model Steerability Towards Values and Preferences
by: Ghate, Kshitish, et al.
Published: (2025)

Beyond Cooperative Simulators: Generating Realistic User Personas for Robust Evaluation of LLM Agents
by: Chopra, Harshita, et al.
Published: (2026)

Pre-Calc: Learning to Use the Calculator Improves Numeracy in Language Models
by: Veerendranath, Vishruth, et al.
Published: (2024)

BiasDora: Exploring Hidden Biased Associations in Vision-Language Models
by: Raj, Chahat, et al.
Published: (2024)

Generative Value Conflicts Reveal LLM Priorities
by: Liu, Andy, et al.
Published: (2025)

Evaluating Large Language Model Biases in Persona-Steered Generation
by: Liu, Andy, et al.
Published: (2024)

Gender, Race, and Intersectional Bias in Resume Screening via Language Model Retrieval
by: Wilson, Kyra, et al.
Published: (2024)

A Taxonomy of Stereotype Content in Large Language Models
by: Nicolas, Gandalf, et al.
Published: (2024)

VIGNETTE: Socially Grounded Bias Evaluation for Vision-Language Models
by: Raj, Chahat, et al.
Published: (2025)

Identifying Features Associated with Bias Against 93 Stigmatized Groups in Language Models and Guardrail Model Safety Mitigation
by: Gueorguieva, Anna-Maria, et al.
Published: (2025)

Deep Reasoning in General Purpose Agents via Structured Meta-Cognition
by: Light, Dean, et al.
Published: (2026)

ChatGPT Perpetuates Gender Bias in Machine Translation and Ignores Non-Gendered Pronouns: Findings across Bengali and Five other Low-Resource Languages
by: Ghosh, Sourojit, et al.
Published: (2023)

Breaking Bias, Building Bridges: Evaluation and Mitigation of Social Biases in LLMs via Contact Hypothesis
by: Raj, Chahat, et al.
Published: (2024)

Inductive Biases for Zero-shot Systematic Generalization in Language-informed Reinforcement Learning
by: Dijujin, Negin Hashemi, et al.
Published: (2025)

Persona-Assigned Large Language Models Exhibit Human-Like Motivated Reasoning
by: Dash, Saloni, et al.
Published: (2025)

No Thoughts Just AI: Biased LLM Hiring Recommendations Alter Human Decision Making and Limit Human Autonomy
by: Wilson, Kyra, et al.
Published: (2025)

CoRAG: Collaborative Retrieval-Augmented Generation
by: Muhamed, Aashiq, et al.
Published: (2025)

A Note on Bias to Complete
by: Xu, Jia, et al.
Published: (2024)

Talent or Luck? Evaluating Attribution Bias in Large Language Models
by: Raj, Chahat, et al.
Published: (2025)

Emotion Classification in Low and Moderate Resource Languages
by: Tafreshi, Shabnam, et al.
Published: (2024)

Shaping Shared Languages: Human and Large Language Models' Inductive Biases in Emergent Communication
by: Kouwenhoven, Tom, et al.
Published: (2025)

SimBA: Simplifying Benchmark Analysis Using Performance Matrices Alone
by: Subramani, Nishant, et al.
Published: (2025)

BEIR-NL: Zero-shot Information Retrieval Benchmark for the Dutch Language
by: Banar, Nikolay, et al.
Published: (2024)

A Systematic Analysis of Biases in Large Language Models
by: Zhang, Xulang, et al.
Published: (2025)

Zero-shot Generative Large Language Models for Systematic Review Screening Automation
by: Wang, Shuai, et al.
Published: (2024)

Zero-shot Context Biasing with Trie-based Decoding using Synthetic Multi-Pronunciation
by: Liu, Changsong, et al.
Published: (2025)

Understanding Intrinsic Socioeconomic Biases in Large Language Models
by: Arzaghi, Mina, et al.
Published: (2024)

REALM: A Dataset of Real-World LLM Use Cases
by: Cheng, Jingwen, et al.
Published: (2025)

Decoding Dark Matter: Specialized Sparse Autoencoders for Interpreting Rare Concepts in Foundation Models
by: Muhamed, Aashiq, et al.
Published: (2024)

Combining Discrete Wavelet and Cosine Transforms for Efficient Sentence Embedding
by: Salama, Rana, et al.
Published: (2025)

Investigating Cultural Alignment of Large Language Models
by: AlKhamissi, Badr, et al.
Published: (2024)

Automatic Generation of Model and Data Cards: A Step Towards Responsible AI
by: Liu, Jiarui, et al.
Published: (2024)

LLM Microscope: What Model Internals Reveal About Answer Correctness and Context Utilization
by: Liu, Jiarui, et al.
Published: (2025)

VisBias: Measuring Explicit and Implicit Social Biases in Vision Language Models
by: Huang, Jen-tse, et al.
Published: (2025)

StressRoBERTa: Cross-Condition Transfer Learning from Depression, Anxiety, and PTSD to Stress Detection
by: Alqahtani, Amal, et al.
Published: (2025)

DWTSumm: Discrete Wavelet Transform for Document Summarization
by: Salama, Rana, et al.
Published: (2026)

Beyond Understanding: Evaluating the Pragmatic Gap in LLMs' Cultural Processing of Figurative Language
by: Attia, Mena, et al.
Published: (2025)

Semantic Compression for Word and Sentence Embeddings using Discrete Wavelet Transform
by: Salama, Rana Aref, et al.
Published: (2025)