3 papers
cs.AI2026
Towards a Reliable and Practical Eval Pipeline
Emma Thuong Nguyen, Abhishek Ghose
LLM-based software systems increasingly require effective "evals" as quality gates in the development lifecycle. However, existing work typically addresses individual aspects of ev…
cs.LG2024
On the Fragility of Active Learners for Text Classification
Abhishek Ghose, Emma Thuong Nguyen
Active learning (AL) techniques optimally utilize a labeling budget by iteratively selecting instances that are most valuable for learning. However, they lack ``prerequisite checks…
cs.AI2023
Are Good Explainers Secretly Human-in-the-Loop Active Learners?
Emma Thuong Nguyen, Abhishek Ghose
Explainable AI (XAI) techniques have become popular for multiple use-cases in the past few years. Here we consider its use in studying model predictions to gather additional traini…