Papers by Saba Ghanbari Haez
Neutral Is Not Unbiased: Evaluating Implicit and Intersectional Identity Bias in LLMs Through Structured Narrative Scenarios (2025.findings-emnlp)
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| Challenge: | Large Language Models often reproduce societal biases, yet most evaluations overlook how such biase evolve across nuanced contexts or intersecting identities. |
| Approach: | They propose a scenario-based evaluation framework built on 100 narrative tasks . they use critical discourse analysis and quantitative linguistic metrics to analyze LLMs . |
| Outcome: | The proposed evaluation framework provides ethically coherent and socially plausible settings for probing model behavior. |