3 papers
cs.CY2026
Measuring Validity in LLM-based Resume Screening
Jane Castleman, Zeyu Shen, Blossom Metevier +2
Resume screening is perceived as a particularly suitable task for LLMs given their ability to analyze natural language; thus many entities rely on general purpose LLMs without furt…
cs.LG2026
The Geometry of Alignment Collapse: When Fine-Tuning Breaks Safety
Max Springer, Chung Peng Lee, Blossom Metevier +5
Fine-tuning aligned language models on benign tasks unpredictably degrades safety guardrails, even when training data contains no harmful content and developers have no adversarial…
cs.CY2025
Adultification Bias in LLMs and Text-to-Image Models
Jane Castleman, Aleksandra Korolova
The rapid adoption of generative AI models in domains such as education, policing, and social media raises significant concerns about potential bias and safety issues, particularly…