26 papers · 1 filter
A Survey of Toxicity Detection and Mitigation Strategies for Multilingual Language Models
Soham Dan, Himanshu Beniwal, Thomas Hartvigsen
Large language models (LLMs) are increasingly deployed across languages, but their safety behavior remains uneven across linguistic and cultural contexts. This survey synthesizes w…
Can Language Models Identify Side Effects of Breast Cancer Radiation Treatments?
Natalie Seah, Danielle S. Bitterman, Daphna Spiegel +1
Accurately communicating the side effects of cancer treatments to cancer survivors is critical, particularly in settings such as informed consent, where clinicians must clearly and…
Evaluating Temporal Consistency in Multi-Turn Language Models
Yash Kumar Atri, Steven L. Johnson, Tom Hartvigsen
Language models are increasingly deployed in interactive settings where users reason about facts over time rather than in isolation. In such scenarios, correct behavior requires mo…
EDUMATH: Generating Standards-aligned Educational Math Word Problems
Bryan R. Christ, Penelope Molitz, Beau LeBlond +3
Math word problems (MWPs) are critical K-12 educational tools, and customizing them to students' interests and ability levels can enhance learning. However, teachers struggle to fi…
BEDTime: A Unified Benchmark for Automatically Describing Time Series
Medhasweta Sen, Zachary Gottesman, Jiaxing Qiu +3
Recent works propose complex multi-modal models that handle both time series and language, ultimately claiming high performance on complex tasks like time series reasoning and cros…
Model Editing with Graph-Based External Memory
Yash Kumar Atri, Ahmed Alaa, Thomas Hartvigsen
Large language models (LLMs) have revolutionized natural language processing, yet their practical utility is often limited by persistent issues of hallucinations and outdated param…