OntoED: Low-resource Event Detection with Ontology Embedding Shumin Deng, Ningyu Zhang, Luoqiu Li, Chen Hui, Tou Huaixiao, Mosha Chen, Fei Huang, Huajun Chen(ACL2021) PDF Code
MLBiNet: A Cross-Sentence Collective Event Detection Network Dongfang Lou, Zhilin Liao, Shumin Deng, Ningyu Zhang, Huajun Chen(2021ACL) PDF Code
Unleash GPT-2 Power for Event Detection Amir Pouran Ben Veyseh, Viet Lai, Franck Dernoncourt, Thien Huu Nguyen(ACL2021) PDF
Text2Event: Controllable Sequence-to-Structure Generation for End-to-end Event Extraction Yaojie Lu, Hongyu Lin, Jin Xu, Xianpei Han, Jialong Tang, Annan Li, Le Sun, Meng Liao, Shaoyi Chen PDF Code
Zero-shot Event Extraction via Transfer Learning: Challenges and Insights Qing Lyu, Hongming Zhang, Elior Sulem, Dan Roth PDF Code
Improving Event Detection via Open-domain Trigger Knowledge Meihan Tong, Bin Xu, Shuai Wang, Yixin Cao, Lei Hou, Juanzi Li, Jun Xie（ACL） PDF Code
Extensively Matching for Few-shot Learning Event Detection Viet Dac Lai, Thien Huu Nguyen, Franck Dernoncourt(ACL) PDF
A Joint Neural Model for Information Extraction with Global Features Ying Lin, Heng Ji, Fei Huang, Lingfei Wu（ACL） PDF
Meta-Learning with Dynamic-Memory-Based Prototypical Network for Few-Shot Event Detection Shumin Deng, Ningyu Zhang, Jiaojian Kang, Yichi Zhang, Wei Zhang, Huajun Chen PDF
Entity, Relation, and Event Extraction with Contextualized Span Representations David Wadden, Ulme Wennberg, Yi Luan, Hannaneh Hajishirzi（ EMNLP） PDF Code
Open Domain Event Extraction Using Neural Latent Variable Models Xiao Liu, Heyan Huang, Yue Zhang(ACL) PDF Code
Distilling Discrimination and Generalization Knowledge for Event Detection via ∆-Representation Learning Yaojie Lu, Hongyu Lin, Xianpei Han, Le Sun ACL(2019) PDF Code
Cost-sensitive Regularization for Label Confusion-aware Event Detection Hongyu Lin, Yaojie Lu, Xianpei Han, Le Sun（ACL） PDF Code
Exploring Pre-trained Language Models for Event Extraction and Generation Sen Yang, Dawei Feng, Linbo Qiao, Zhigang Kan, Dongsheng Li(ACL) PDF
Rapid Customization for Event Extraction Yee Seng Chan, Joshua Fasching, Haoling Qiu, Bonan Min PDF Code
Event Structure Representation: Between Verbs and Argument Structure Constructions Pavlina Kalm, Michael Regan, William Croft PDF
VerbNet Representations: Subevent Semantics for Transfer Verbs Susan Windisch Brown, Julia Bonn, James Gung, Annie Zaenen, James Pustejovsky, Martha Palmer PDF
Improving Open Information Extraction via Iterative Rank-Aware Learning Zhengbao Jiang, Pengcheng Yin, Graham Neubig PDF Code
Event Detection with Trigger-Aware Lattice Neural Network Ning Ding, Ziran Li, Zhiyuan Liu, Haitao Zheng, Zibo Lin PDF Code
Adversarial Training for Weakly Supervised Event Detection Xiaozhi Wang, Xu Han, Zhiyuan Liu, Maosong Sun, Peng Li(NAACL) PDF Code
Adaptive Scaling for Sparse Detection in Information Extraction Hongyu Lin, Yaojie Lu, Xianpei Han, Le Sun (ACL2018) PDF Code
Self-regulation: Employing a Generative Adversarial Network to Improve Event Detection Yu Hong, Wenxuan Zhou, Jingli Zhang, Guodong Zhou, Qiaoming Zhu(ACL) PDF Code
Nugget Proposal Networks for Chinese Event Detection Hongyu Lin, Yaojie Lu, Xianpei Han, Le Sun (ACL2018) PDF Code
Document Embedding Enhanced Event Detection with Hierarchical and Supervised Attention Yue Zhao, Xiaolong Jin, Yuanzhuo Wang, Xueqi Cheng(ACL) PDF
Jointly Multiple Events Extraction via Attention-based Graph Information Aggregation Xiao Liu, Zhunchen Luo, Heyan Huang (EMNLP 2018) PDF
Exploiting Contextual Information via Dynamic Memory Network for Event Detection Shaobo Liu, Rui Cheng, Xiaoming Yu, Xueqi Cheng PDF
Zero-Shot Transfer Learning for Event Extraction Lifu Huang, Heng Ji, Kyunghyun Cho, Ido Dagan, Sebastian Riedel, Clare Voss PDF
DCFEE: A Document-level Chinese Financial Event Extraction System based on Automatically Labeled Training Data Hang Yang, Yubo Chen, Kang Liu, Yang Xiao, Jun Zhao (ACL2018) PDF Code
Scale Up Event Extraction Learning via Automatic Training Data Generation Ying Zeng, Yansong Feng, Rong Ma, Zheng Wang, Rui Yan, Chongde Shi, Dongyan Zhao(AAAI2018) PDF
Language Specific Issue and Feature Exploration in Chinese Event Extraction Zheng Chen and Heng Ji. 2009. Language specific issue and feature exploration in chinese event extrac�tion. In Proceedings of NAACL-HLT 2009. PDF
Joint Event Extraction via Structured Prediction with Global Features Qi Li, Heng Ji, Liang Huang (ACL2013)
A Language-Independent Neural Network for Event Detection Xiaocheng Feng, Lifu Huang, Duyu Tang, Bing Qin, Heng Ji, and Ting Liu. 2016. A language independent neural network for event detection. In Proceedings of ACL 2016. PDF
ACE2005-EN
TAC-KBP2017-EN
| Model | Micro F1 | Paper |
|---|---|---|
| ∆ELMo | 57.72 | Distilling Discrimination and Generalization Knowledge for Event Detection via ∆-Representation Learning |
| CR-INS | 53.88 | Cost-sensitive Regularization for Label Confusion-aware Event Detection |
ACE2005-CH
| Model | Micro F1 | Paper |
|---|---|---|
| TLNN | 67.78 | Event Detection with Trigger-Aware Lattice Neural Network |
| NPN(Task-specific) | 64.8 | Nugget Proposal Networks for Chinese Event Detection |
TAC-KBP2017-CH
| Model | Micro F1 | Paper |
|---|---|---|
| NPN(Task-specific) | 52.15 | Nugget Proposal Networks for Chinese Event Detection |
| TLNN | 57.39 | Event Detection with Trigger-Aware Lattice Neural Network |
| CR-INS | 53.38 | Cost-sensitive Regularization for Label Confusion-aware Event Detection |
others
| Model | Dataset | Micro F1 | Paper |
|---|---|---|---|
| ONEIE | ACE05-E | 75.2 | A Joint Neural Model for Information Extraction with Global Features |
| ONEIE | ACE05-E+ | 72.8 | A Joint Neural Model for Information Extraction with Global Features |
| ONEIE | ERE-EN | 57.0 | A Joint Neural Model for Information Extraction with Global Features |
| TEXT2EVENT | ACE05-E+ | 71.8 | Text2Event: Controllable Sequence-to-Structure Generation for End-to-end Event Extraction |
| TEXT2EVENT | ERE-EN | 59.4 | Text2Event: Controllable Sequence-to-Structure Generation for End-to-end Event Extraction |
| DYGIE++ | ACE05-E | 73.6 | Entity, Relation, and Event Extraction with Contextualized Span Representations |