3 papers
cs.LG2026
Similarity-Dissimilarity Loss for Multi-label Supervised Contrastive Learning
Guangming Huang, Yunfei Long, Cunjin Luo
Supervised contrastive learning has achieved remarkable success by leveraging label information; however, determining positive samples in multi-label scenarios remains a critical c…
cs.CL2024
From Explainable to Interpretable Deep Learning for Natural Language Processing in Healthcare: How Far from Reality?
Guangming Huang, Yingya Li, Shoaib Jameel +2
Deep learning (DL) has substantially enhanced natural language processing (NLP) in healthcare research. However, the increasing complexity of DL-based NLP necessitates transparent…
cs.CL2024
Prompting Explicit and Implicit Knowledge for Multi-hop Question Answering Based on Human Reading Process
Guangming Huang, Yunfei Long, Cunjin Luo +2
Pre-trained language models (PLMs) leverage chains-of-thought (CoT) to simulate human reasoning and inference processes, achieving proficient performance in multi-hop QA. However,…