Continual Learning in Task-Oriented Dialogue Systems

31 December 2020

Andrea Madotto

Papers citing "Continual Learning in Task-Oriented Dialogue Systems"

50 / 73 papers shown

Title
Minimally Supervised Hierarchical Domain Intent Learning for CRS Safikureshi Mondal S. Dasgupta Amarnath Gupta 18 0 0 04 May 2025
DELIFT: Data Efficient Language model Instruction Fine Tuning Ishika Agarwal Krishnateja Killamsetty Lucian Popa Marina Danilevksy ALM VLM 60 3 0 07 Nov 2024
TaSL: Continual Dialog State Tracking via Task Skill Localization and Consolidation Yujie Feng Xu Chu Yongxin Xu Guangyuan Shi Bo Liu Xiao-Ming Wu MoMe CLL 45 7 0 19 Aug 2024
Continual Dialogue State Tracking via Reason-of-Select Distillation Yujie Feng Bo Liu Xiaoyu Dong Zexin Lu Li-Ming Zhan Xiao-Ming Wu Albert Y. S. Lam CLL LRM 50 5 0 19 Aug 2024
MentalAgora: A Gateway to Advanced Personalized Care in Mental Health through Multi-Agent Debating and Attribute Control Yeonji Lee Sangjun Park Kyunghyun Cho Jinyeong Bak 42 1 0 03 Jul 2024
Enhancing Continual Learning in Visual Question Answering with Modality-Aware Feature Distillation Malvina Nikandrou Georgios Pantazopoulos Ioannis Konstas Alessandro Suglia 37 0 0 27 Jun 2024
Learn it or Leave it: Module Composition and Pruning for Continual Learning Mingyang Wang Heike Adel Lukas Lange Jannik Strötgen Hinrich Schütze CLL KELM 42 1 0 26 Jun 2024
Towards Lifelong Learning of Large Language Models: A Survey Junhao Zheng Shengjie Qiu Chengming Shi Qianli Ma KELM CLL 35 15 0 10 Jun 2024
CLoG: Benchmarking Continual Learning of Image Generation Models Haotian Zhang Junting Zhou Haowei Lin Hang Ye Jianhua Zhu Zihao Wang Liangcai Gao Yizhou Wang Yitao Liang DiffM VLM 44 1 0 07 Jun 2024
TAIA: Large Language Models are Out-of-Distribution Data Learners Shuyang Jiang Yusheng Liao Ya Zhang Yu Wang Yanfeng Wang 34 3 0 30 May 2024
Overcoming Catastrophic Forgetting by Exemplar Selection in Task-oriented Dialogue System Chen Chen Ruizhe Li Yuchen Hu Yuanyuan Chen Chengwei Qin Qiang Zhang CLL 46 2 0 16 May 2024
Balancing Speciality and Versatility: a Coarse to Fine Framework for Supervised Fine-tuning Large Language Model Hengyuan Zhang Yanru Wu Dawei Li Zacc Yang Rui Zhao Yong Jiang Fei Tan ALM 35 0 0 16 Apr 2024
Scalable Language Model with Generalized Continual Learning Bohao Peng Zhuotao Tian Shu Liu Mingchang Yang Jiaya Jia ALM CLL KELM 38 14 0 11 Apr 2024
Continual Learning of Numerous Tasks from Long-tail Distributions Liwei Kang Wee Sun Lee 35 0 0 03 Apr 2024
Rehearsal-Free Modular and Compositional Continual Learning for Language Models Mingyang Wang Heike Adel Lukas Lange Jannik Strötgen Hinrich Schütze KELM CLL 42 14 0 31 Mar 2024
Continual Vision-and-Language Navigation Seongjun Jeong Gi-Cheon Kang Seongho Choi Joochan Kim Byoung-Tak Zhang 49 2 0 22 Mar 2024
Parameter-Efficient Fine-Tuning for Large Models: A Comprehensive Survey Zeyu Han Chao Gao Jinyang Liu Jeff Zhang Sai Qian Zhang 150 319 0 21 Mar 2024
InsCL: A Data-efficient Continual Learning Paradigm for Fine-tuning Large Language Models with Instructions Yifan Wang Yafei Liu Chufan Shi Haoling Li Chen Chen H. Lu Yujiu Yang CLL 39 27 0 18 Mar 2024
Towards Robustness and Diversity: Continual Learning in Dialog Generation with Text-Mixup and Batch Nuclear-Norm Maximization Zihan Wang Jiayu Xiao Mengxian Li Zhongjiang He Yongxiang Li Chao Wang Shuangyong Song 21 0 0 16 Mar 2024
Don't Half-listen: Capturing Key-part Information in Continual Instruction Tuning Yongquan He Xuancheng Huang Xuancheng Huang Peng Zhang CLL ALM 72 5 0 15 Mar 2024
Reawakening knowledge: Anticipatory recovery from catastrophic interference via structured training Yanlai Yang Matt Jones Michael C. Mozer Mengye Ren 68 1 0 14 Mar 2024
Exploring Continual Learning of Compositional Generalization in NLI Xiyan Fu Anette Frank CLL LRM 32 3 0 07 Mar 2024
HOP to the Next Tasks and Domains for Continual Learning in NLP Umberto Michieli Mete Ozay VLM 44 2 0 28 Feb 2024
Can Similarity-Based Domain-Ordering Reduce Catastrophic Forgetting for Intent Recognition? Amogh Mannekote Xiaoyi Tian K. Boyer Bonnie J. Dorr CLL 44 1 0 21 Feb 2024
Learn or Recall? Revisiting Incremental Learning with Pre-trained Language Models Junhao Zheng Shengjie Qiu Qianli Ma 29 9 0 13 Dec 2023
Prompt Pool based Class-Incremental Continual Learning for Dialog State Tracking Hong Liu Yucheng Cai Yuan Zhou Zhijian Ou Yi Huang Junlan Feng CLL 27 2 0 17 Nov 2023
X-Eval: Generalizable Multi-aspect Text Evaluation via Augmented Instruction Tuning with Auxiliary Evaluation Aspects Minqian Liu Ying Shen Zhiyang Xu Yixin Cao Eunah Cho Vaibhav Kumar Reza Ghanadan Lifu Huang ELM LM&MA ALM 52 25 0 15 Nov 2023
Schema Graph-Guided Prompt for Multi-Domain Dialogue State Tracking Ruolin Su Ting-Wei Wu B. Juang 26 1 0 10 Nov 2023
CITB: A Benchmark for Continual Instruction Tuning Zihan Zhang Meng Fang Ling-Hao Chen Mohammad-Reza Namazi-Rad ALM CLL 60 24 0 23 Oct 2023
Lifelong Sequence Generation with Dynamic Module Expansion and Adaptation Chengwei Qin Junwon Lee Chenyu You CLL 48 12 0 15 Oct 2023
Sub-network Discovery and Soft-masking for Continual Learning of Mixed Tasks Zixuan Ke Bing Liu Wenhan Xiong Asli Celikyilmaz Haoran Li CLL 37 5 0 13 Oct 2023
ConPET: Continual Parameter-Efficient Tuning for Large Language Models Chenyan Song Xu Han Zheni Zeng Kuai Li Chen Chen Zhiyuan Liu Maosong Sun Taojiannan Yang CLL KELM 21 10 0 26 Sep 2023
Continual Learning with Dirichlet Generative-based Rehearsal Min Zeng Wei Xue Qi-fei Liu Yi-Ting Guo CLL BDL 32 5 0 13 Sep 2023
Mitigating the Alignment Tax of RLHF Yong Lin Hangyu Lin Wei Xiong Shizhe Diao Zeming Zheng ... Han Zhao Nan Jiang Heng Ji Yuan Yao Tong Zhang MoMe CLL 29 69 0 12 Sep 2023
Prompter: Zero-shot Adaptive Prefixes for Dialogue State Tracking Domain Adaptation Taha İbrahim Aksu MingSung Kan Nancy F. Chen VLM 29 9 0 07 Jun 2023
Improving Open Language Models by Learning from Organic Interactions Jing Xu Da Ju Joshua Lane M. Komeili Eric Michael Smith ... Rashel Moritz Sainbayar Sukhbaatar Y-Lan Boureau Jason Weston Kurt Shuster 27 9 0 07 Jun 2023
Teamwork Is Not Always Good: An Empirical Study of Classifier Drift in Class-incremental Information Extraction Minqian Liu Lifu Huang CLL 15 9 0 26 May 2023
Overcoming Catastrophic Forgetting in Massively Multilingual Continual Learning Genta Indra Winata Lingjue Xie Karthik Radhakrishnan Shijie Wu Xisen Jin Pengxiang Cheng Mayank Kulkarni Daniel Preoţiuc-Pietro CLL 26 18 0 25 May 2023
Continual Dialogue State Tracking via Example-Guided Question Answering Hyundong Justin Cho Andrea Madotto Zhaojiang Lin Khyathi Raghavi Chandu Satwik Kottur Jing Xu Jonathan May Chinnadhurai Sankar CLL 31 3 0 23 May 2023
Long-Tailed Question Answering in an Open World Yinpei Dai Hao Lang Yinhe Zheng Fei Huang Yongbin Li VLM 29 8 0 11 May 2023
Domain Incremental Lifelong Learning in an Open World Yinpei Dai Hao Lang Yinhe Zheng Yu Bowen Fei Huang Yongbin Li CLL 35 5 0 11 May 2023
Continual Pre-training of Language Models Zixuan Ke Yijia Shao Haowei Lin Tatsuya Konishi Gyuhak Kim Bin Liu CLL KELM 25 127 0 07 Feb 2023
A Comprehensive Survey of Continual Learning: Theory, Method and Application Liyuan Wang Xingxing Zhang Hang Su Jun Zhu KELM CLL 65 616 0 31 Jan 2023
Progressive Prompts: Continual Learning for Language Models Anastasia Razdaibiedina Yuning Mao Rui Hou Madian Khabsa M. Lewis Amjad Almahairi VLM KELM CLL 29 128 0 29 Jan 2023
ConvLab-3: A Flexible Dialogue System Toolkit Based on a Unified Data Format Qi Zhu Christian Geishauser Hsien-Chin Lin Carel van Niekerk Baolin Peng ... Dazhen Wan Xiaochen Zhu Jianfeng Gao Milica Gavsić Minlie Huang 56 23 0 30 Nov 2022
A Major Obstacle for NLP Research: Let's Talk about Time Allocation! Katharina Kann Shiran Dudy Arya D. McCarthy 30 1 0 30 Nov 2022
Semi-Supervised Lifelong Language Learning Ying Zhao Yinhe Zheng Yu Bowen Zhiliang Tian Dongkyu Lee Jian Sun Haiyang Yu Yongbin Li N. Zhang CLL KELM 51 3 0 23 Nov 2022
Continual Learning of Natural Language Processing Tasks: A Survey Zixuan Ke Bin Liu KELM CLL VLM 37 69 0 23 Nov 2022
Residual Adapters for Few-Shot Text-to-Speech Speaker Adaptation Nobuyuki Morioka Heiga Zen Nanxin Chen Yu Zhang Yifan Ding 42 16 0 28 Oct 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 37 12 0 14 Oct 2022