Continual Learning of Natural Language Processing Tasks: A Survey

Continual Learning of Natural Language Processing Tasks: A Survey

23 November 2022

Papers citing "Continual Learning of Natural Language Processing Tasks: A Survey"

14 / 14 papers shown

Title
SEFE: Superficial and Essential Forgetting Eliminator for Multimodal Continual Instruction Tuning Jinpeng Chen Runmin Cong Yuzhi Zhao Hongzheng Yang Guangneng Hu H. Ip Sam Kwong CLL KELM 63 0 0 05 May 2025
Achieving Upper Bound Accuracy of Joint Training in Continual Learning Saleh Momeni Bing Liu CLL 80 1 0 17 Feb 2025
Recent Advances of Multimodal Continual Learning: A Comprehensive Survey Dianzhi Yu Xinni Zhang Yankai Chen Aiwei Liu Yifei Zhang Philip S. Yu Irwin King VLM CLL 39 9 0 07 Oct 2024
Towards Understanding Multi-Task Learning (Generalization) of LLMs via Detecting and Exploring Task-Specific Neurons Yongqi Leng Deyi Xiong 32 5 0 09 Jul 2024
HOP to the Next Tasks and Domains for Continual Learning in NLP Umberto Michieli Mete Ozay VLM 27 2 0 28 Feb 2024
Federated Continual Learning via Knowledge Fusion: A Survey Xin Yang Hao Yu Xin Gao Hao Wang Junbo Zhang Tianrui Li FedML 19 29 0 27 Dec 2023
Beyond Not-Forgetting: Continual Learning with Backward Knowledge Transfer Sen Lin Li Yang Deliang Fan Junshan Zhang CLL 111 41 0 01 Nov 2022
Prompt Conditioned VAE: Enhancing Generative Replay for Lifelong Learning in Task-Oriented Dialogue Ying Zhao Yinhe Zheng Zhiliang Tian Chang Gao Yu Bowen Haiyang Yu Yongbin Li Jianguo Sun N. Zhang CLL OffRL 13 12 0 14 Oct 2022
Continual Training of Language Models for Few-Shot Learning Zixuan Ke Haowei Lin Yijia Shao Hu Xu Lei Shu Bin Liu KELM BDL CLL 85 33 0 11 Oct 2022
TRGP: Trust Region Gradient Projection for Continual Learning Sen Lin Li Yang Deliang Fan Junshan Zhang CLL 78 72 0 07 Feb 2022
Adapting BERT for Continual Learning of a Sequence of Aspect Sentiment Classification Tasks Zixuan Ke Hu Xu Bing-Quan Liu CLL 222 81 0 06 Dec 2021
Achieving Forgetting Prevention and Knowledge Transfer in Continual Learning Zixuan Ke Bing-Quan Liu Nianzu Ma Hu Xu Lei Shu CLL 178 121 0 05 Dec 2021
LFPT5: A Unified Framework for Lifelong Few-shot Language Learning Based on Prompt Tuning of T5 Chengwei Qin Shafiq R. Joty CLL 164 96 0 14 Oct 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 278 3,784 0 18 Apr 2021