ee paper based on https://github.com/carrie0307/DL_EventExtractionPapers.
在自己读文章的时候,感觉分类更重要了,按自己的想法,简单对22年6月以来读的文章进行分类。
只包含2020以来nlp3大主会的文章、
Event Extraction (EE) 是 Information Extraction (IE) 的一个分支,包含两个子任务:
- Event Detection (ED): recognize event triggers
- Event Argument Extraction (EAE): identify/recognize/extract/fill role
- MAVEN: A Massive General Domain Event Detection Dataset
- LEVEN: A Large-Scale Chinese Legal Event Detection Dataset
- Roles Across Multiple Sentences (RAMS)
- DuEE: A Large-Scale Dataset for Chinese Event Extraction in Real-World Scenarios
- MINION: a Large-Scale and Diverse Dataset for Multilingual Event Detection
- Duee-fin: a document-level event extraction dataset in the financial domain released by baidu
- MuCPAD: A Multi-Domain Chinese Predicate-Argument Dataset
- DocEE: A Large-Scale and Fine-grained Benchmark for Document-level Event Extraction
- Event Extraction from Historical Texts: A New Dataset for Black Rebellions
- MAVEN: A Massive General Domain Event Detection Dataset
- PHEE: A Dataset for Pharmacovigilance Event Extraction from Text
- MEE: A Novel Multilingual Event Extraction Dataset
数据集研究:
-
arxiv2020: Document-level Event-based Extraction Using Generative Template-filling Transformers
- Authors: Xinya Du, Alexander Rush, Claire Cardie
- url: https://arxiv.org/abs/2008.09249
-
NAACL2021: Template Filling with Generative Transformers
- Authors: Xinya Du, Alexander Rush, Claire Cardie
- url: https://aclanthology.org/2021.naacl-main.70/
-
NAACL2021: Document-Level Event Argument Extraction by Conditional Generation
- Authors: Sha Li, Heng Ji, Jiawei Han
- url: https://www.aclweb.org/anthology/2021.naacl-main.69/
-
ACL2022: Dynamic Prefix-Tuning for Generative Template-based Event Extraction
- Authors: Xiao Liu, Heyan Huang, Ge Shi, Bo Wang
- url: https://aclanthology.org/2022.acl-long.358
-
ACL2022-findings: Event Transition Planning for Open-ended Text Generation
- Authors: Qintong Li, Piji Li, Wei Bi, Zhaochun Ren, Yuxuan Lai, Lingpeng Kong
- url: https://aclanthology.org/2022.findings-acl.269.pdf
-
ACL2022: Multilingual Generative Language Models for Zero-Shot Cross-Lingual Event Argument Extraction
- Authors: Kuan-Hao Huang, I-Hung Hsu, Prem Natarajan, Kai-Wei Chang, Nanyun Peng
- url: https://aclanthology.org/2022.acl-long.317.pdf
-
NAACL2022: DEGREE: A Data-Efficient Generation-Based Event Extraction Model
- Authors: I-Hung Hsu, Kuan-Hao Huang, Elizabeth Boschee, Scott Miller, Prem Natarajan, Kai-Wei Chang, Nanyun Peng
- url: https://arxiv.org/pdf/2108.12724.pdf
-
NAACL2022-findings: EA2E: Improving Consistency with Event Awareness for Document-Level Argument Extraction
- Authors: Qi Zeng, Qiusi Zhan, Heng Ji
- url: https://arxiv.org/abs/2205.14847v1
-
EACL2021: GRIT: Generative Role-filler Transformers for Document-level Event Entity Extraction
- Authors: Xinya Du, Alexander M. Rush, Claire Cardie
- url: https://arxiv.org/abs/2008.09249
-
ACL2021: TEXT2EVENT: Controllable Sequence-to-Structure Generation for End-to-end Event Extraction
- Authors:
- url:
-
ACL2021: Document-level Event Extraction via Parallel Prediction Networks
- Authors: Hang Yang, Dianbo Sui, Yubo Chen, Kang Liu, Jun Zhao, Taifeng Wang
- url: https://aclanthology.org/2021.acl-long.492/
-
EMNLP2020: Event Extraction by Answering (Almost) Natural Questions
- Authors: Xinya Du and Claire Cardie
- url: https://arxiv.org/abs/2004.13625
-
EMNLP2020: Event Extraction as Machine Reading Comprehension
- Authors: Jian Liu, Yubo Chen, Kang Liu, Wei Bi and Xiaojiang Liu
- url: https://www.aclweb.org/anthology/2020.emnlp-main.128/
-
EMNLP2021: Machine Reading Comprehension as Data Augmentation: A Case Study on Implicit Event Argument Extraction
- Authors: Jian Liu, Yufeng Chen, Jinan Xu
- url: https://aclanthology.org/2021.emnlp-main.214.pdf
-
ACL2020: Multi-Sentence Argument Linking
- Authors: Seth Ebner, Patrick Xia, Ryan Culkin, Kyle Rawlins, Benjamin Van DurmeA
- url: https://www.aclweb.org/anthology/2020.acl-main.718/
-
ACL2020: A Two-Step Approach for Implicit Event Argument Detection
- Authors: Zhisong Zhang, Xiang Kong, Zhengzhong Liu, Xuezhe Ma and Eduard Hovy
- url: https://www.aclweb.org/anthology/2020.acl-main.667/
- code: https://github.com/zzsfornlp/zmsp
-
ACL2022-findings: Query and Extract: Refining Event Extraction as Type-oriented Binary Decoding
- Authors: Sijia Wang, Mo Yu, Shiyu Chang, Lichao Sun, Lifu Huang
- url: https://arxiv.org/abs/2110.07476
-
ACL2022: Prompt for Extraction? PAIE: Prompting Argument Interaction for Event Argument Extraction
- Authors: Yubo Ma, Zehao Wang, Yixin Cao, Mukai Li, Meiqi Chen, Kun Wang, Jing Shao
- url: https://aclanthology.org/2022.acl-long.466
-
ACL2021: Capturing Event Argument Interaction via A Bi-Directional Entity-Level Recurrent Decoder
- Author: Xi Xiangyu, Wei Ye, Shikun Zhang, Quanxiu Wang, Huixing Jiang, Wei Wu
- url: https://aclanthology.org/2021.acl-long.18/
-
EMNLP2020:Reading the Manual: Event Extraction as Definition Comprehension
- Authors:Yunmo Chen, Tongfei Chen, Seth Ebner, Aaron Steven White, Benjamin Van Durme
- url:https://aclanthology.org/2020.spnlp-1.9/
-
ACL2021: Trigger is Not Sufficient: Exploiting Frame-aware Knowledge for Implicit Event Argument Extraction
- Author: Kaiwen Wei, Xian Sun, Zequn Zhang, Jingyuan Zhang, Guo Zhi, Li Jin
- url: https://aclanthology.org/2021.acl-long.360.pdf
-
NAACL2022-findings: EA2E: Improving Consistency with Event Awareness for Document-Level Argument Extraction
- Authors: Qi Zeng, Qiusi Zhan, Heng Ji
- url: https://arxiv.org/abs/2205.14847v1
-
ACL2022: Dynamic Global Memory for Document-level Argument Extraction
- Authors: Xinya Du, Sha Li, Heng Ji
- url: https://aclanthology.org/2022.acl-long.361/
-
NAACL2022: RAAT: Relation-Augmented Attention Transformer for Relation Modeling in Document-Level Event Extraction
- Authors: Yuan Liang, Zhuoxuan Jiang, di yin, Bo Ren
- url: https://arxiv.org/abs/2206.03377
-
ACL2021:Document-level Event Extraction via Heterogeneous Graph-based Interaction Model with a Tracker
- Author:Runxin Xu, Tianyu Liu, Lei Li, Baobao Chang
- url:https://aclanthology.org/2021.acl-long.274/
-
ACL2021: Document-level Event Extraction with Efficient End-to-end Learning of Cross-event Dependencies
- Authors:
- url:https://aclanthology.org/2021.nuse-1.4.pdf
-
EMNLP2022: EventGraph: Event Extraction as Semantic Graph Parsing
- Authors: Huiling You, David Samuel, Samia Touileb, Lilja Øvrelid
- url: https://aclanthology.org/2022.case-1.2/
-
ACL2021: Document-Level Event Argument Extraction via Optimal Transport
- Authors: Amir Pouran Ben Veyseh, Minh Van Nguyen, Franck Dernoncourt, Bonan Min and Thien Huu Nguyen
- url: https://aclanthology.org/2022.findings-acl.130/
-
ACL2022-findings: A Graph Enhanced BERT Model for Event Prediction
- Authors: Li Du, Xiao Ding, Yue Zhang, ting liu, Bing Qin
- url: https://aclanthology.org/2022.findings-acl.206/
-
ACL2022: MMEKG: Multi-modal Event Knowledge Graph towards Universal Representation across Modalities
- Authors: Yubo Ma, Zehao Wang, Mukai Li, Yixin Cao, Meiqi Chen, Xinze Li, Wenqi Sun, Kunquan Deng, Kun Wang, Aixin Sun, Jing Shao
- url: https://aclanthology.org/2022.acl-demo.23/
-
NAACL2022: Event Schema Induction with Double Graph Autoencoders
- Authors: Xiaomeng Jin, Manling Li, Heng Ji
- url: https://blender.cs.illinois.edu/paper/schema2022.pdf
-
NAACL2022: A Two-Stream AMR-enhanced Model for Document-level Event Argument Extraction
- Authors: Runxin Xu, Peiyi Wang, Tianyu Liu, Shuang Zeng, Baobao Chang, Zhifang Sui
- url: https://arxiv.org/abs/2205.00241
- code:https://github.com/PKUnlp-icler/TSAR
-
NAACL2022: Document-Level Event Argument Extraction by Leveraging Redundant Information and Closed Boundary Loss
- Authors: Hanzhang Zhou, Kezhi Mao
- url: https://openreview.net/forum?id=SclmqMGrb9
-
EMNLP2021: The Future is not One-dimensional: Complex Event Schema Induction by Graph Modeling for Event Prediction
- Authors: Manling Li, Sha Li, Zhenhailong Wang, Lifu Huang, Kyunghyun Cho, Heng Ji, Jiawei Han, Clare Voss
- url: https://aclanthology.org/2021.emnlp-main.422.pdf
-
ACL2021:Document-level Event Extraction via Heterogeneous Graph-based Interaction Model with a Tracker
- Author:Runxin Xu, Tianyu Liu, Lei Li, Baobao Chang
- url:https://aclanthology.org/2021.acl-long.274/
-
EMNLP2020:Graph Transformer Networks with Syntactic and Semantic Structures for Event Argument Extraction
- Author:Amir Pouran Ben Veyseh, Tuan Ngo Nguyen, Thien Huu Nguyen
- url:https://aclanthology.org/2020.findings-emnlp.326/
-
EMNLP2020:Event Extraction as Multi-turn Question Answering
- Authors:Fayuan Li, Weihua Peng, Yuguang Chen, Quan Wang, Lu Pan, Yajuan Lyu, Yong Zhu
- url:https://aclanthology.org/2020.findings-emnlp.73/
-
EMNLP2020:Biomedical Event Extraction as Multi-turn Question Answering
- Authors:Xing David Wang, Leon Weber, Ulf Leser
- url:https://aclanthology.org/2020.louhi-1.10/
-
NAACL2022-findings: Textual Entailment for Event Argument Extraction: Zero- and Few-Shot with Multi-Source Learning
- 文本蕴含
- Authors: Oscar Sainz, Itziar Gonzalez-Dios, Oier Lopez de Lacalle, Bonan Min, Eneko Agirre
- url: https://arxiv.org/abs/2205.01376
-
ACL2021: Zero-shot Event Extraction via Transfer Learning: Challenges and Insights
- 文本蕴含
- Authors: Qing Lyu, Hongming Zhang, Elior Sulem, Dan Roth
- url: https://aclanthology.org/2021.acl-short.42/
-
ACL2021-CLEVE: Contrastive Pre-training for Event Extraction
- 对比学习
- Authors:Ziqi Wang, Xiaozhi Wang, Xu Han, Yankai Lin, Lei Hou, Zhiyuan Liu, Peng Li, Juanzi Li, Jie Zhou
- url:https://aclanthology.org/2021.acl-long.491/
-
ACL2021: Modality and Negation in Event Extraction
- Linguistic modality,依存树
- Authors: Sander Bijl de Vroe, Liane Guillou, Miloš Stanojević, Nick McKenna, Mark Steedman
- url: https://aclanthology.org/2021.case-1.6/
-
ACL2021: ArgFuse: A Weakly-Supervised Framework for Document-Level Event Argument Aggregation
- Event Argument Aggregation:先句子级别提取,再文档级别过滤、
- Authors: Debanjana Kar, Sudeshna Sarkar, Pawan Goyal
- url: https://aclanthology.org/2021.case-1.5/
-
ACL2021:Document-level Event Extraction with Efficient End-to-end Learning of Cross-event Dependencies
- joint learning event mention extraction, event coreference, and entity coreference
- Authors:Kung-Hsiang Huang, Nanyun Peng
- url:https://aclanthology.org/2021.nuse-1.4/
-
ACL2020:Document-Level Event Role Filler Extraction using Multi-Granularity Contextualized Encoding
- Multi-Granularity Contextualized Encoding:句子级 单个句子,文档集 多个句子一起的。
- Authors: Xinya Du, Claire Cardie
- url: https://aclanthology.org/2020.acl-main.714/
-
ACL2022: ClarET: Pre-training a Correlation-Aware Context-To-Event Transformer for Event-Centric Generation and Classification
- Authors: Yucheng Zhou, Tao Shen, Xiubo Geng, Guodong Long, Daxin Jiang
- url: https://aclanthology.org/2022.acl-long.183/
-
EMNLP2021: Corpus-based Open-Domain Event Type Induction
- Authors: Jiaming Shen, Yunyi Zhang, Heng Ji, Jiawei Han
- url: https://aclanthology.org/2021.emnlp-main.441.pdf
-
EMNLP2020: Resource-Enhanced Neural Model for Event Argument Extraction
- Authors: Jie Ma, Shuai Wang, Rishita Anubhai, Miguel Ballesteros, Yaser Al-Onaizan
- url: https://aclanthology.org/2020.findings-emnlp.318/
-
EMNLP2019:Exploring Pre-trained Language Models for Event Extraction and Generation
- Authors: Sen Yang, Dawei Feng, Linbo Qiao, Zhigang Kan, Dongsheng Li
- url: https://aclanthology.org/P19-1522.pdf
-
ACL2020:Cross-media Structured Common Space for Multimedia Event Extraction
- Authors:Manling Li, Alireza Zareian, Qi Zeng, Spencer Whitehead, Di Lu, Heng Ji, Shih-Fu Chang
- url:https://aclanthology.org/2020.acl-main.230/
-
ACL2020:Exploring Interpretability in Event Extraction: Multitask Learning of a Neural Event Classifier and an Explanation Decoder
- Authors:Zheng Tang, Gus Hahn-Powell, Mihai Surdeanu
- url:https://aclanthology.org/2020.acl-srw.23/
-
ACL2022: Saliency as Evidence: Event Detection with Trigger Saliency Attribution
- Authors: Jian Liu, Yufeng Chen, Jinan Xu
- url: https://aclanthology.org/2022.acl-long.313/
-
NAACL2022-findings: Event Detection for Suicide Understanding
- Authors: Luis Fernando Guzman-Nateras, Viet Dac Lai, Amir Pouran Ben Veyseh, Franck Dernoncourt, Thien Huu Nguyen
- url: https://openreview.net/pdf?id=SelBkQGB-q
-
NAACL2022-findings: Zero-Shot Event Detection Based on Ordered Contrastive Learning and Prompt-Based
- Authors: Senhui Zhang, Tao Ji, Wendi Ji, Xiaoling Wang
- url: https://github.com/KindRoach/NAACL-ZEOP
-
NAACL2022: Cross-Lingual Event Detection via Optimized Adversarial Training
- Authors: Luis Fernando Guzman-Nateras, Minh Van Nguyen, Thien Huu Nguyen
- url: https://openreview.net/forum?id=SlxGJEGHZq
-
ACL2022: Low Resource Causal Event Detection from Biomedical Literature
- Authors: Zhengzhong Liang, Enrique Noriega-Atala, Clayton Morrison, Mihai Surdeanu
- url: https://aclanthology.org/2022.bionlp-1.24/
-
ACL2021:OntoED: Low-resource Event Detection with Ontology Embedding
- Author:Shumin Deng, Ningyu Zhang, Luoqiu Li, Chen Hui, Tou Huaixiao, Mosha Chen, Fei Huang, Huajun Chen
- url: https://aclanthology.org/2021.acl-long.220/
-
ACL2021: MLBiNet: A Cross-Sentence Collective Event Detection Network
- Authors: Dongfang Lou, Zhilin Liao, Shumin Deng, Ningyu Zhang, Huajun Chen
- url: https://aclanthology.org/2021.acl-long.373/
-
ACL2021: Event Detection as Graph Parsing
- Authors: Jianye Xie, Haotong Sun, Junsheng Zhou, Weiguang Qu, Xinyu Dai
- url: https://aclanthology.org/2021.findings-acl.142/
-
ACL2021: Few-Shot Event Detection with Prototypical Amortized Conditional Random Field
- Author:Xin Cong, Shiyao Cui, Bowen Yu, Tingwen Liu, Wang Yubin, Bin Wang
- url:https://aclanthology.org/2021.findings-acl.3/
-
ACL2021:Trade the Event: Corporate Events Detection for News-Based Event-Driven Trading
- Author:Zhihan Zhou, Liqian Ma, Han Liu
- url:https://aclanthology.org/2021.findings-acl.186/
-
ACL2021: Unsupervised Domain Adaptation for Event Detection using Domain-specific Adapters
- Author: Nghia Ngo Trung, Duy Phung, Thien Huu Nguyen
- url: https://aclanthology.org/2021.findings-acl.351/
-
ACL2020: Improving Event Detection via Open-domain Trigger Knowledge
- Author:Meihan Tong, Bin Xu, Shuai Wang, Yixin Cao, Lei Hou, Juanzi Li, Jun Xie
- url:https://aclanthology.org/2020.acl-main.522/
-
ACL2020:Towards Open Domain Event Trigger Identification using Adversarial Domain Adaptation
- Author: Aakanksha Naik, Carolyn Rose
- url: https://aclanthology.org/2020.acl-main.681/
-
ACL2020:Extensively Matching for Few-shot Learning Event Detection
- Author: Viet Dac Lai, Thien Huu Nguyen, Franck Dernoncourt
- url: https://aclanthology.org/2020.nuse-1.5/
-
EMNLP2020:Semi-supervised New Event Type Induction and Event Detection
- Author: Lifu Huang, Heng Ji
- url: https://aclanthology.org/2020.emnlp-main.53/
-
EMNLP2020:Incremental Event Detection via Knowledge Consolidation Networks
- Author: Pengfei Cao, Yubo Chen, Jun Zhao, Taifeng Wang
- url: https://aclanthology.org/2020.emnlp-main.52/
-
EMNLP2020:How Does Context Matter? On the Robustness of Event Detection with Context-Selective Mask Generalization
- Author: Jian Liu, Yubo Chen, Kang Liu, Yantao Jia, Zhicheng Sheng
- url: https://aclanthology.org/2020.findings-emnlp.229/
-
EMNLP2020:Introducing a New Dataset for Event Detection in Cybersecurity Texts
- Author: Hieu Man Duc Trong, Duc Trong Le, Amir Pouran Ben Veyseh, Thuat Nguyen, Thien Huu Nguyen
- url: https://aclanthology.org/2020.emnlp-main.433/
-
EMNLP2020:Event Detection: Gate Diversity and Syntactic Importance Scores for Graph Convolution Neural Networks
- Author: Viet Dac Lai, Tuan Ngo Nguyen, Thien Huu Nguyen
- url: https://aclanthology.org/2020.emnlp-main.435/
-
EMNLP2020:Edge-Enhanced Graph Convolution Networks for Event Detection with Syntactic Relation
- Author: Shiyao Cui, Bowen Yu, Tingwen Liu, Zhenyu Zhang, Xuebin Wang, Jinqiao Shi
- url: https://aclanthology.org/2020.findings-emnlp.211/
-
NAACL2021:GTN-ED: Event Detection Using Graph Transformer Networks
- Authors:Sanghamitra Dutta, Liang Ma, Tanay Kumar Saha, Di Liu, Joel Tetreault, Alejandro Jaimes
- url:https://aclanthology.org/2021.textgraphs-1.13/
-
EMNLP2022:Few-Shot Cross-Lingual Learning for Event Detection
- Author: Luis Guzman Nateras, Viet Lai, Franck Dernoncourt, Thien Nguyen
- url: https://aclanthology.org/2022.mrl-1.2/
-
EMNLP2022:Event-Based Knowledge MLM for Arabic Event Detection
- Author: Asma Z Yamani, Amjad K Alsulami, Rabeah A Al-Zaidy
- url: https://aclanthology.org/2022.wanlp-1.25/
-
EMNLP2022:ArabIE: Joint Entity, Relation and Event Extraction for Arabic
- Author: Niama El Khbir, Nadi Tomeh, Thierry Charnois
- url: https://aclanthology.org/2022.wanlp-1.31/
-
EMNLP2022:MUSIED: A Benchmark for Event Detection from Multi-Source Heterogeneous Informal Texts
- Author: Xiangyu Xi, Jianwei Lv, Shuaipeng Liu, Wei Ye, Fan Yang, Guanglu Wan
- url: https://aclanthology.org/2022.emnlp-main.191/
-
EMNLP2022:HCL-TAT: A Hybrid Contrastive Learning Method for Few-shot Event Detection with Task-Adaptive Threshold
- Author: Ruihan Zhang, Wei Wei, Xian-Ling Mao, Rui Fang, Dangyang Chen
- url: https://aclanthology.org/2022.findings-emnlp.130/
-
EMNLP2022:Knowledge-Enhanced Self-Supervised Prototypical Network for Few-Shot Event Detection
- Author: Kailin Zhao, Xiaolong Jin, Long Bai, Jiafeng Guo, Xueqi Cheng
- url: https://aclanthology.org/2022.findings-emnlp.467/
-
EMNLP2022:A Hybrid Knowledge and Transformer-Based Model for Event Detection with Automatic Self-Attention Threshold, Layer and Head Selection
- Author: Thierry Desot, Orphee De Clercq, Veronique Hoste
- url: https://aclanthology.org/2022.case-1.4/
-
ACL2022: Multilingual Generative Language Models for Zero-Shot Cross-Lingual Event Argument Extraction
- Authors: Kuan-Hao Huang, I-Hung Hsu, Prem Natarajan, Kai-Wei Chang, Nanyun Peng
- url: https://aclanthology.org/2022.acl-long.317.pdf
-
NAACL2022: Cross-Lingual Event Detection via Optimized Adversarial Training
- Authors: Luis Fernando Guzman-Nateras, Minh Van Nguyen, Thien Huu Nguyen
- url: https://openreview.net/forum?id=SlxGJEGHZq
-
ACL2022: BEEDS: Large-Scale Biomedical Event Extraction using Distant Supervision and Question Answering
- 生物医学
- Authors: Xing David Wang, Ulf Leser, Leon Weber
- url: https://aclanthology.org/2022.bionlp-1.28/
-
ACL2021:PROTEST-ER: Retraining BERT for Protest Event Extraction
- Authors:Tommaso Caselli, Osman Mutlu, Angelo Basile, Ali Hürriyetoğlu
- url:https://aclanthology.org/2021.case-1.4/
-
ACL2022:Global Locality in Biomedical Relation and Event Extraction
- Authors:Elaheh ShafieiBavani, Antonio Jimeno Yepes, Xu Zhong, David Martinez Iraola
- url:https://aclanthology.org/2020.bionlp-1.21/
-
EMNLP2020:Biomedical Event Extraction as Sequence Labeling
- Authors:Alan Ramponi, Rob van der Goot, Rosario Lombardo, Barbara Plank
- url:https://aclanthology.org/2020.emnlp-main.431/
-
EMNLP2020:Biomedical Event Extraction with Hierarchical Knowledge Graphs
- Authors: Kung-Hsiang Huang, Mu Yang, Nanyun Peng
- https://aclanthology.org/2020.findings-emnlp.114/
-
ACL2021:Event-Centric Natural Language Processing
-
NAACL2022:New Frontiers of Information Extraction
- Authors:Muhao Chen, Lifu Huang, Manling Li, Ben Zhou, Heng Ji, Dan Roth
- https://aclanthology.org/2022.naacl-tutorials.3/