3 papers
cs.SD2025
Deploying UDM Series in Real-Life Stuttered Speech Applications: A Clinical Evaluation Framework
Eric Zhang, Li Wei, Sarah Chen +1
Stuttered and dysfluent speech detection systems have traditionally suffered from the trade-off between accuracy and clinical interpretability. While end-to-end deep learning model…
cs.AI2025
A Comparative Study of Controllability, Explainability, and Performance in Dysfluency Detection Models
Eric Zhang, Li Wei, Sarah Chen +1
Recent advances in dysfluency detection have introduced a variety of modeling paradigms, ranging from lightweight object-detection inspired networks (YOLOStutter) to modular interp…
cs.CL2024
Model Editing with Canonical Examples
John Hewitt, Sarah Chen, Lanruo Lora Xie +3
We introduce model editing with canonical examples, a setting in which (1) a single learning example is provided per desired behavior, (2) evaluation is performed exclusively out-o…