4 papers
Measuring Decision-Scale Use in Tool-Augmented LLMs: A Contrastive Urban Benchmark
Ray Chen, Vivian Wong, Christan Grant
Urban decision-support often asks whether activity is unusually high or low for a specific place, not which place has the larger raw count. Twenty pickups in a quiet neighborhood c…
InsightBoard: An Interactive Multi-Metric Visualization and Fairness Analysis Plugin for TensorBoard
Ray Zeyao Chen, Christan Grant
Modern machine learning systems deployed in safety-critical domains require visibility not only into aggregate performance but also into how training dynamics affect subgroup fairn…
RISE: Interactive Visual Diagnosis of Fairness in Machine Learning Models
Ray Chen, Christan Grant
Evaluating fairness under domain shift is challenging because scalar metrics often obscure exactly where and how disparities arise. We introduce \textit{RISE} (Residual Inspection…
MultiScript30k: Leveraging Multilingual Embeddings to Extend Cross Script Parallel Data
Christopher Driggers-Ellis, Detravious Brinkley, Ray Chen +3
Multi30k is frequently cited in the multimodal machine translation (MMT) literature, offering parallel text data for training and fine-tuning deep learning models. However, it is l…