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Data Augmentation using LLMs: Data Perspectives, Learning Paradigms and Challenges
In the rapidly evolving field of large language models (LLMs), data augmentation (DA) has emerged as a pivotal technique for enhancing …
Bosheng Ding
,
Chengwei Qin
,
Ruochen Zhao
,
Tianze Luo
,
Xinze Li
,
Guizhen Chen
,
Wenhan Xia
,
Junjie Hu
,
Luu Anh Tuan
,
Shafiq Joty
Exploring the Potential of Large Language Models in Computational Argumentation
Computational argumentation has become an essential tool in various domains, including law, public policy, and artificial intelligence. …
Guizhen Chen
,
Liying Cheng
,
Luu Anh Tuan
,
Lidong Bing
Modeling Dynamic Topics in Chain-Free Fashion by Evolution-Tracking Contrastive Learning and Unassociated Word Exclusion
Dynamic topic models track the evolution of topics in sequential documents, which have derived various applications like trend …
Xiaobao Wu
,
Xinshuai Dong
,
Liangming Pan
,
Thong Nguyen
,
Luu Anh Tuan
Towards the TopMost: A Topic Modeling System Toolkit
Topic models have a rich history with various applications and have recently been reinvigorated by neural topic modeling. However, …
Xiaobao Wu
,
Fengjun Pan
,
Luu Anh Tuan
UniBridge: A Unified Approach to Cross-Lingual Transfer Learning for Low-Resource Languages
In this paper, we introduce UniBridge (Cross-Lingual Transfer Learning with Optimized Embeddings and Vocabulary), a comprehensive …
Trinh Pham
,
Khoi Le
,
Luu Anh Tuan
Video-Language Understanding: A Survey from Model Architecture, Model Training, and Data Perspectives
Knowledge Base Question Answering (KBQA) aims to answer natural language questions over large-scale knowledge bases (KBs), which can be …
Haoran Luo
,
Haihong E
,
Zichen Tang
,
Shiyao Peng
,
Yikai Guo
,
Wentai Zhang
,
Chenghao Ma
,
Guanting Dong
,
Meina Song
,
Wei Lin
,
Yifan Zhu
,
Luu Anh Tuan
Video-Language Understanding: A Survey from Model Architecture, Model Training, and Data Perspectives
Humans use multiple senses to comprehend the environment. Vision and language are two of the most vital senses since they allow us to …
Thong Nguyen
,
Yi Bin
,
Junbin Xiao
,
Leigang Qu
,
Yicong Li
,
Jay Zhangjie Wu
,
Cong-Duy Nguyen
,
See-Kiong Ng
,
Luu Anh Tuan
Gradient-Boosted Decision Tree for Listwise Context Model in Multimodal Review Helpfulness Prediction
Multimodal Review Helpfulness Prediction (MRHP) aims to rank product reviews based on predicted helpfulness scores and has been widely …
Thong Nguyen
,
Xiaobao Wu
,
Xinshuai Dong
,
Cong-Duy T. Nguyen
,
Zhen Hai
,
Lidong Bing
,
Luu Anh Tuan
Jointprop:Joint Semi-supervised Learning for Entity and Relation Extraction with Heterogeneous Graph-based Propagation
Semi-supervised learning has been an important approach to address challenges in extracting entities and relations from limited data. …
Yandan Zheng
,
Anran Hao
,
Luu Anh Tuan
Zero-Shot Text Classification via Self-Supervised Tuning
Existing solutions to zero-shot text classification either conduct prompting with pre-trained language models, which is sensitive to …
Liu Chaoqun
,
Wenxuan Zhang
,
Guizhen Chen
,
Xiaobao Wu
,
Luu Anh Tuan
,
Chip Hong Chang
,
Lidong Bing
»
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