Retrieval Augmented Cross-Modal Tag Recommendation in Software Q&A Sites

no code implementations • 6 Feb 2024 • Sijin Lu, Pengyu Xu, Bing Liu, Hongjian Sun, Liping Jing, Jian Yu

For the retrieval-augmented representations, we employ a cross-modal context-aware attention to leverage the main modality description for targeted feature extraction across the submodalities title and code.

feature selection Retrieval +1

Sequential Tag Recommendation

no code implementations • 9 Oct 2023 • Bing Liu, Pengyu Xu, Sijin Lu, Shijing Wang, Hongjian Sun, Liping Jing

With the development of Internet technology and the expansion of social networks, online platforms have become an important way for people to obtain information.

Recommendation Systems Retrieval +1

Pairwise Instance Relation Augmentation for Long-tailed Multi-label Text Classification

no code implementations • 19 Nov 2022 • Lin Xiao, Pengyu Xu, Liping Jing, Xiangliang Zhang

In response, we propose a Pairwise Instance Relation Augmentation Network (PIRAN) to augment tailed-label documents for balancing tail labels and head labels.

Multi Label Text Classification Multi-Label Text Classification +2