Meta-Learning with Dynamic-Memory-Based Prototypical Network for Few-Shot Event Detection

25 October 2019

Shumin Deng

Ningyu Zhang

Jiaojian Kang

Yichi Zhang

Wei Zhang

Huajun Chen

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Papers citing "Meta-Learning with Dynamic-Memory-Based Prototypical Network for Few-Shot Event Detection"

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SEOE: A Scalable and Reliable Semantic Evaluation Framework for Open Domain Event Detection Yi-Fan Lu Xian-Ling Mao Tian Lan Tong Zhang Yu-Shi Zhu Heyan Huang 57 0 0 05 Mar 2025
TestNUC: Enhancing Test-Time Computing Approaches through Neighboring Unlabeled Data Consistency Henry Peng Zou Zhengyao Gu Yue Zhou Yankai Chen Weizhi Zhang Liancheng Fang Yibo Wang Yangning Li Kay Liu Philip S. Yu 74 0 0 26 Feb 2025
Hidden Entity Detection from GitHub Leveraging Large Language Models Lu Gan Martin Blum Danilo Dessi Brigitte Mathiak Ralf Schenkel Stefan Dietze 33 1 0 08 Jan 2025
SPEED++: A Multilingual Event Extraction Framework for Epidemic Prediction and Preparedness Tanmay Parekh Jeffrey Kwan Jiarui Yu Sparsh Johri Hyosang Ahn Sreya Muppalla Kai-Wei Chang Wei Wang Nanyun Peng 45 2 0 24 Oct 2024
Beyond Exact Match: Semantically Reassessing Event Extraction by Large Language Models Yi-Fan Lu Xian-Ling Mao Tian Lan Heyan Huang Heyan Huang Xiaoyan Gao 55 0 0 12 Oct 2024
Enhancing Event Reasoning in Large Language Models through Instruction Fine-Tuning with Semantic Causal Graphs Mazal Bethany Emet Bethany Brandon Wherry Cho-Yu Chiang Nishant Vishwamitra Anthony Rios Peyman Najafirad LRM 34 1 0 30 Aug 2024
RAG-based Crowdsourcing Task Decomposition via Masked Contrastive Learning with Prompts Jing Yang Xiao Wang Yu Zhao Yuhang Liu Fei-Yue Wang 23 2 0 04 Jun 2024
Targeted Augmentation for Low-Resource Event Extraction Sijia Wang Lifu Huang 32 1 0 14 May 2024
Class-Incremental Few-Shot Event Detection Kailin Zhao Xiaolong Jin Long Bai J. Guo Xueqi Cheng VLM CLL 21 0 0 02 Apr 2024
Event Detection from Social Media for Epidemic Prediction Tanmay Parekh Anh Mac Jiarui Yu Yuxuan Dong Syed Shahriar ... Eric Yang Kuan-Hao Huang Wei Wang Nanyun Peng Kai-Wei Chang 37 6 0 02 Apr 2024
Continual Few-shot Event Detection via Hierarchical Augmentation Networks Chenlong Zhang Pengfei Cao Yubo Chen Kang Liu Qing Cui Mengshu Sun Jun Zhao 30 3 0 26 Mar 2024
TextEE: Benchmark, Reevaluation, Reflections, and Future Challenges in Event Extraction Kuan-Hao Huang I-Hung Hsu Tanmay Parekh Zhiyu Xie Zixuan Zhang Premkumar Natarajan Kai-Wei Chang Nanyun Peng Heng Ji 29 16 0 16 Nov 2023
Instruct and Extract: Instruction Tuning for On-Demand Information Extraction Yizhu Jiao Ming Zhong Sha Li Ruining Zhao Siru Ouyang Heng Ji Jiawei Han 33 24 0 24 Oct 2023
Zero- and Few-Shot Event Detection via Prompt-Based Meta Learning Zhenrui Yue Huimin Zeng Mengfei Lan Heng Ji D. Wang VLM 26 14 0 27 May 2023
ClusterLLM: Large Language Models as a Guide for Text Clustering Yuwei Zhang Zihan Wang Jingbo Shang 36 53 0 24 May 2023
SPEECH: Structured Prediction with Energy-Based Event-Centric Hyperspheres Shumin Deng Shengyu Mao Ningyu Zhang Bryan Hooi 13 5 0 23 May 2023
LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities Yuqi Zhu Xiaohan Wang Jing Chen Shuofei Qiao Yixin Ou Yunzhi Yao Shumin Deng Huajun Chen Ningyu Zhang LLMAG 38 110 0 22 May 2023
Recouple Event Field via Probabilistic Bias for Event Extraction Xingyu Bai Taiqiang Wu Han Guo Zhe Zhao Xuefeng Yang Jiayin Li Weijie Liu Qi Ju Weigang Guo Yujiu Yang 22 0 0 19 May 2023
MsPrompt: Multi-step Prompt Learning for Debiasing Few-shot Event Detection Siyuan Wang Jianming Zheng Xuejun Hu Fei Cai Chengyu Song Xueshan Luo 29 6 0 16 May 2023
Few-shot Event Detection: An Empirical Study and a Unified View Yubo Ma Zehao Wang Yixin Cao Aixin Sun 57 10 0 03 May 2023
Prompt Tuning based Adapter for Vision-Language Model Adaption Jingchen Sun Jiayu Qin Zihao Lin Changyou Chen VPVLM MLLM VLM 34 5 0 24 Mar 2023
GLEN: General-Purpose Event Detection for Thousands of Types Qiusi Zhan Sha Li Kathryn Conger Martha Palmer Heng Ji Jiawei Han AI4TS 21 14 0 16 Mar 2023
CovidExpert: A Triplet Siamese Neural Network framework for the detection of COVID-19 Tareque Rahman Ornob G. Roy Enamul Hassan 32 12 0 17 Feb 2023
Tracking Brand-Associated Polarity-Bearing Topics in User Reviews Runcong Zhao Lin Gui Hanqi Yan Yulan He 27 3 0 03 Jan 2023
Disentangling Task Relations for Few-shot Text Classification via Self-Supervised Hierarchical Task Clustering Juan Zha Zheng Li Ying Wei Yu Zhang 23 5 0 16 Nov 2022
HCL-TAT: A Hybrid Contrastive Learning Method for Few-shot Event Detection with Task-Adaptive Threshold Rui-lan Zhang Wei Wei Xian-Ling Mao Rui Fang Dangyang Chen 33 11 0 17 Oct 2022
This Patient Looks Like That Patient: Prototypical Networks for Interpretable Diagnosis Prediction from Clinical Text Betty van Aken Jens-Michalis Papaioannou M. Naik G. Eleftheriadis Wolfgang Nejdl Felix Alexander Gers Alexander Loser 30 10 0 16 Oct 2022
Event Extraction: A Survey Viet Dac Lai 23 9 0 07 Oct 2022
Few-Shot Document-Level Event Argument Extraction Xianjun Yang Yujie Lu Linda R. Petzold 19 16 0 06 Sep 2022
Few-shot Incremental Event Detection Hao Wang Hanwen Shi Jianyong Duan 19 2 0 05 Sep 2022
Event Detection Explorer: An Interactive Tool for Event Detection Exploration Wenlong Zhang Bhagyashree Ingale Hamza Shabir Tianyi Li Tian Shi Ping Wang 25 4 0 26 Apr 2022
P4E: Few-Shot Event Detection as Prompt-Guided Identification and Localization Sha Li Liyuan Liu Yiqing Xie Heng Ji Jiawei Han 41 4 0 15 Feb 2022
Ontology-enhanced Prompt-tuning for Few-shot Learning Hongbin Ye Ningyu Zhang Shumin Deng Xiang Chen Hui Chen Feiyu Xiong Xi Chen Huajun Chen 127 62 0 27 Jan 2022
DeepKE: A Deep Learning Based Knowledge Extraction Toolkit for Knowledge Base Population Ningyu Zhang Xin Xu Li Tao Haiyang Yu Hongbin Ye ... Qiang Chen Feiyu Xiong Fei Huang Guozhou Zheng Huajun Chen VLM HAI 35 42 0 10 Jan 2022
Meta-learning via Language Model In-context Tuning Yanda Chen Ruiqi Zhong Sheng Zha George Karypis He He 234 156 0 15 Oct 2021
Honey or Poison? Solving the Trigger Curse in Few-shot Event Detection via Causal Intervention Jiawei Chen Hongyu Lin Xianpei Han Le Sun 92 27 0 13 Sep 2021
Differentiable Prompt Makes Pre-trained Language Models Better Few-shot Learners Ningyu Zhang Luoqiu Li Xiang Chen Shumin Deng Zhen Bi Chuanqi Tan Fei Huang Huajun Chen VLM 28 171 0 30 Aug 2021
Behind the Scenes: An Exploration of Trigger Biases Problem in Few-Shot Event Classification Peiyi Wang Runxin Xu Tianyu Liu Damai Dai Baobao Chang Zhifang Sui 27 16 0 29 Aug 2021
DEGREE: A Data-Efficient Generation-Based Event Extraction Model I-Hung Hsu Kuan-Hao Huang Elizabeth Boschee Scott Miller Premkumar Natarajan Kai-Wei Chang Nanyun Peng 25 165 0 29 Aug 2021
A Survey on Deep Learning Event Extraction: Approaches and Applications Qian Li Jianxin Li Jiawei Sheng Shiyao Cui Jia Wu ... Hao Peng Shu Guo Lihong Wang Amin Beheshti Philip S. Yu 37 45 0 05 Jul 2021
Learning from Miscellaneous Other-Class Words for Few-shot Named Entity Recognition Meihan Tong Shuai Wang Bin Xu Yixin Cao Minghui Liu Lei Hou Juan-Zi Li 31 51 0 29 Jun 2021
What Can Knowledge Bring to Machine Learning? -- A Survey of Low-shot Learning for Structured Data Yang Hu Adriane P. Chapman Guihua Wen Dame Wendy Hall 42 24 0 11 Jun 2021
AliCG: Fine-grained and Evolvable Conceptual Graph Construction for Semantic Search at Alibaba Ningyu Zhang Qianghuai Jia Shumin Deng Xiang Chen Hongbin Ye ... Huaixiao Tou Gang Huang Zhao Wang Nengwei Hua Huajun Chen 15 61 0 03 Jun 2021
OntoED: Low-resource Event Detection with Ontology Embedding Shumin Deng Ningyu Zhang Luoqiu Li Hui Chen Huaixiao Tou Mosha Chen Fei Huang Huajun Chen 22 54 0 23 May 2021
Adaptive Knowledge-Enhanced Bayesian Meta-Learning for Few-shot Event Detection Shirong Shen Tongtong Wu Guilin Qi Yuan-Fang Li Gholamreza Haffari Sheng Bi 16 40 0 20 May 2021
MLBiNet: A Cross-Sentence Collective Event Detection Network Dongfang Lou Zhilin Liao Shumin Deng Ningyu Zhang Huajun Chen BDL 17 55 0 20 May 2021
Document-Level Event Argument Extraction by Conditional Generation Sha Li Heng Ji Jiawei Han 14 294 0 13 Apr 2021
Normal vs. Adversarial: Salience-based Analysis of Adversarial Samples for Relation Extraction Luoqiu Li Xiang Chen Zhen Bi Xin Xie Shumin Deng Ningyu Zhang Chuanqi Tan Mosha Chen Huajun Chen AAML 18 7 0 01 Apr 2021
Few-Shot Event Detection with Prototypical Amortized Conditional Random Field Xin Cong Shiyao Cui Yu Bowen Tingwen Liu Yubin Wang Bin Wang 18 50 0 04 Dec 2020
CalibreNet: Calibration Networks for Multilingual Sequence Labeling Shining Liang Linjun Shou J. Pei Ming Gong Wanli Zuo Daxin Jiang 21 8 0 11 Nov 2020