4 papers
WAVE++: Capturing Within-Task Variance for Continual Relation Extraction with Adaptive Prompting
Bao-Ngoc Dao, Minh Le, Quang Nguyen +3
Memory-based approaches have shown strong performance in Continual Relation Extraction (CRE). However, storing examples from previous tasks increases memory usage and raises privac…
Integrated Semantic and Temporal Alignment for Interactive Video Retrieval
Thanh-Danh Luu, Le-Vu Nguyen Dinh, Duc-Thien Tran +3
The growing volume of video data and the introduction of complex retrieval challenges, such as the Temporal Retrieval and Alignment of Key Events (TRAKE) task at the Ho Chi Minh Ci…
TextBandit: Evaluating Probabilistic Reasoning in LLMs Through Language-Only Decision Tasks
Jimin Lim, Arjun Damerla, Arthur Jiang +1
Large language models (LLMs) have shown to be increasingly capable of performing reasoning tasks, but their ability to make sequential decisions under uncertainty only using natura…
Domain Generalization via Pareto Optimal Gradient Matching
Khoi Do, Duong Nguyen, Nam-Khanh Le +3
In this study, we address the gradient-based domain generalization problem, where predictors aim for consistent gradient directions across different domains. Existing methods have…