Continual Few-shot Relation Learning via Embedding Space Regularization and Data Augmentation

4 March 2022

Papers citing "Continual Few-shot Relation Learning via Embedding Space Regularization and Data Augmentation"

20 / 20 papers shown

Title
In-Context Learning with Iterative Demonstration Selection Chengwei Qin Aston Zhang C. L. P. Chen Anirudh Dagar Wenming Ye LRM 68 38 0 31 Dec 2024
Preserving Generalization of Language models in Few-shot Continual Relation Extraction Quyen Tran Nguyen Xuan Thanh Nguyen Hoang Anh Nam Le Hai Trung Le Linh Van Ngo Thien Huu Nguyen CLL KELM 26 5 0 01 Oct 2024
Towards Lifelong Learning of Large Language Models: A Survey Junhao Zheng Shengjie Qiu Chengming Shi Qianli Ma KELM CLL 30 14 0 10 Jun 2024
Few-Shot Relation Extraction with Hybrid Visual Evidence Jiaying Gong Hoda Eldardiry 24 0 0 01 Mar 2024
Improving In-context Learning via Bidirectional Alignment Chengwei Qin Wenhan Xia Fangkai Jiao Chen Chen Yuchen Hu Bosheng Ding Shafiq R. Joty 35 7 0 28 Dec 2023
FILP-3D: Enhancing 3D Few-shot Class-incremental Learning with Pre-trained Vision-Language Models Wan Xu Tianyu Huang Tianyu Qu Guanglei Yang Yiwen Guo Wangmeng Zuo 21 0 0 28 Dec 2023
Learning to Learn for Few-shot Continual Active Learning Stella Ho Ming Liu Shang Gao Longxiang Gao KELM BDL VLM CLL 14 2 0 07 Nov 2023
CITB: A Benchmark for Continual Instruction Tuning Zihan Zhang Meng Fang Ling-Hao Chen Mohammad-Reza Namazi-Rad ALM CLL 44 23 0 23 Oct 2023
Lifelong Sequence Generation with Dynamic Module Expansion and Adaptation Chengwei Qin Junwon Lee Shafiq R. Joty CLL 43 12 0 15 Oct 2023
UniS-MMC: Multimodal Classification via Unimodality-supervised Multimodal Contrastive Learning Heqing Zou Meng Shen Chen Chen Yuchen Hu D. Rajan Chng Eng Siong SSL 32 15 0 16 May 2023
Serial Contrastive Knowledge Distillation for Continual Few-shot Relation Extraction Xin-Yue Wang Zitao Wang Wei Hu CLL BDL 25 11 0 11 May 2023
Progressive Visual Prompt Learning with Contrastive Feature Re-formation C. Xu Yuhan Zhu Haocheng Shen Fengyuan Shi Boheng Chen Yixuan Liao Xiaoxin Chen Limin Wang VLM 31 20 0 17 Apr 2023
A Survey on Few-Shot Class-Incremental Learning Song Tian Lusi Li Weijun Li Hang Ran X. Ning Prayag Tiwari CLL 26 100 0 17 Apr 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application Liyuan Wang Xingxing Zhang Hang Su Jun Zhu KELM CLL 36 598 0 31 Jan 2023
State-of-the-art generalisation research in NLP: A taxonomy and review Dieuwke Hupkes Mario Giulianelli Verna Dankers Mikel Artetxe Yanai Elazar ... Leila Khalatbari Maria Ryskina Rita Frieske Ryan Cotterell Zhijing Jin 114 93 0 06 Oct 2022
Expanding continual few-shot learning benchmarks to include recognition of specific instances Gideon Kowadlo Abdelrahman Ahmed Amir Mayan D. Rawlinson CLL 11 0 0 26 Aug 2022
Prompt-aligned Gradient for Prompt Tuning Beier Zhu Yulei Niu Yucheng Han Yuehua Wu Hanwang Zhang VLM 183 271 0 30 May 2022
LFPT5: A Unified Framework for Lifelong Few-shot Language Learning Based on Prompt Tuning of T5 Chengwei Qin Shafiq R. Joty CLL 176 98 0 14 Oct 2021
Curriculum-Meta Learning for Order-Robust Continual Relation Extraction Tongtong Wu Xuekai Li Yuan-Fang Li Reza Haffari Guilin Qi Yujin Zhu Guoqiang Xu CLL 29 67 0 06 Jan 2021
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 329 11,681 0 09 Mar 2017