3 papers
cs.CL2026
Alignment Drift in Multimodal LLMs: A Two-Phase, Longitudinal Evaluation of Harm Across Eight Model Releases
Casey Ford, Madison Van Doren, Emily Dix
Multimodal large language models (MLLMs) are increasingly deployed in real-world systems, yet their safety under adversarial prompting remains underexplored. We present a two-phase…
cs.CL2025
"Be My Cheese?": Assessing Cultural Nuance in Multilingual LLM Translations
Madison Van Doren, Cory Holland
This pilot study explores the localisation capabilities of state-of-the-art multilingual AI models when translating figurative language, such as idioms and puns, from English into…
cs.CL2025
Red Teaming Multimodal Language Models: Evaluating Harm Across Prompt Modalities and Models
Madison Van Doren, Casey Ford
Multimodal large language models (MLLMs) are increasingly used in real world applications, yet their safety under adversarial conditions remains underexplored. This study evaluates…