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A Unified Framework and Dataset for Assessing Societal Bias in
Vision-Language Models

v1v2 (latest)

A Unified Framework and Dataset for Assessing Societal Bias in Vision-Language Models

21 February 2024

Sunayana Sitaram

ArXiv (abs)PDF HTML Github

Papers citing "A Unified Framework and Dataset for Assessing Societal Bias in Vision-Language Models"

4 / 4 papers shown

Surgeons Are Indian Males and Speech Therapists Are White Females: Auditing Biases in Vision-Language Models for Healthcare Professionals

Surgeons Are Indian Males and Speech Therapists Are White Females: Auditing Biases in Vision-Language Models for Healthcare Professionals

Zohaib Hasan Siddiqui

Mohammad Masudur Rahman

Mohammad Nadeem

Beenish Moalla Chaudhry

183

1

0

06 Oct 2025

Bias in Gender Bias Benchmarks: How Spurious Features Distort Evaluation

Bias in Gender Bias Benchmarks: How Spurious Features Distort Evaluation

Michael Ross Boone

...

Chao-Han Huck Yang

241

2

0

09 Sep 2025

A Stereotype Content Analysis on Color-related Social Bias in Large Vision Language Models

A Stereotype Content Analysis on Color-related Social Bias in Large Vision Language Models

310

1

0

27 May 2025

Uncovering Bias in Large Vision-Language Models at Scale with Counterfactuals

Uncovering Bias in Large Vision-Language Models at Scale with Counterfactuals

Kathleen C. Fraser

Anahita Bhiwandiwalla

398

24

0

30 May 2024

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