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Aylin Caliskan

ACL 2026×3AAAI 2026CHI 2026社会与人本评测与基准推理安全多模态
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0 一作 · 5 篇 · ACL 2026 / AAAI 2026 / CHI 2026

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2026 顶会论文

5
作者位次 #3/5ACL 2026Poster· Natural Language Processing

VIGNETTE : Socially Grounded Bias Evaluation for Vision-Language Models

Chahat Raj · Bowen Wei · Aylin Caliskan · Antonios Anastasopoulos · Ziwei Zhu

摘要

While bias in large language models (LLMs) is well-studied, similar concerns in vision-language models (VLMs) have received comparatively less attention. Existing VLM bias studies often focus on portrait-style images and gender-occupation associations, overlooking broader and more complex social...

多模态评测与基准社会与人本OpenReview 项目页
作者位次 #4/6ACL 2026Findings· Findings of ACL

Talent or Luck? Evaluating Attribution Bias in Large Language Models

Chahat Raj · Mahika Banerjee · Jinhao Pan · Aylin Caliskan · Antonios Anastasopoulos · Ziwei Zhu

摘要

When a student fails an exam, do we tend to blame their effort or the test’s difficulty? Attribution, defined as how reasons are assigned to event outcomes, shapes perceptions, reinforces stereotypes, and influences decisions. Attribution Theory explains how people attribute causes to internal fa...

社会与人本评测与基准推理OpenReview 项目页
作者位次 #4/4ACL 2026Findings· Findings of ACL

Persona-Assigned Large Language Models Exhibit Human-Like Motivated Reasoning

Saloni Dash · Amélie Reymond · Emma Spiro · Aylin Caliskan

摘要

Reasoning in humans is prone to biases due to underlying motivations like identity protection, that undermine rational decision-making and judgment. This motivated reasoning at a collective level can be detrimental to society when debating critical issues such as human-driven climate change or va...

社会与人本推理安全OpenReview 项目页
作者位次 #2/2AAAI 2026Poster· Artificial Intelligence

Identifying Features Associated with Bias Against 93 Stigmatized Groups in Language Models and Guardrail Model Safety Mitigation

Anna-Maria Gueorguieva · Aylin Caliskan

安全社会与人本OpenReview

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