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Awesome Event Extraction

Transformers 4.24.0 PyTorch 2.3+ HuggingFace Datasets Multimodal PRs Welcome

Curated event extraction papers across text, speech, vision, and multimodal streams, plus benchmarks, tools, and task sketches. Paper: Event Extraction in Large Language Model

Introduction

Event Extraction (EE) serves as a fundamental technology for transforming unstructured multi-source data into structured knowledge. This survey provides a comprehensive overview of the field and bridges the gap between established text-based methods and the rapidly expanding landscape of multimodal event understanding. We systematically categorize core subtasks, including trigger detection, argument extraction, and event-to-event relationships, across text, vision, video, and speech modalities. A central contribution of this work is tracing the methodological evolution from traditional rule-based and deep learning systems to the transformative era of Large Language Models and Multimodal LLMs. We analyze how this paradigm shift has reoriented the field toward generative frameworks, instruction tuning, and unified architectures that handle diverse data types. Furthermore, we compile an extensive review of benchmarks, evaluation metrics, and toolkits covering diverse settings such as low-resource, cross-lingual, and domain-specific extraction. The study also critically discusses current limitations regarding structural reliability and complex reasoning. Finally, we outline future directions to evolve EE from static extraction into a dynamic, agent-centric perception system for open-world environments. This repository currently tracks 452 papers with DOI-linked entries where available.

Timeline

Event Extraction Timeline

Table of Contents

Datasets and Tools

Text Benchmarks

Name Task Domain Scale Language Notes
ACE05 Event Extraction Newswire, broadcast Medium EN / ZH / AR trigger, argument
MUC-4 Event Extraction Terrorism newswire Small EN trigger, argument
MAVEN Event Extraction Wikipedia Large EN trigger, argument
RAMS Event Extraction News Medium EN trigger, argument
WikiEvents Event Extraction Wikipedia + news Medium EN trigger, argument
CASIE Event Extraction Cybersecurity news Small/Medium EN trigger, argument
PHEE Event Extraction Pharmacovigilance Small/Medium EN trigger, argument
DuEE Event Extraction Open-domain news Medium/Large ZH trigger, argument
DuEE-Fin Event Extraction Finance news Medium ZH trigger, argument
FewEvent Event Extraction Open-domain Small/Medium ZH trigger, argument
Rich ERE ERE News, forums Medium EN / ZH / AR trigger, argument, relation
MAVEN-ERE ERE Wikipedia Large EN trigger, argument, relation
HiEve ERE News (temporal) Small/Medium EN trigger, argument, relation
GENIA ECR Academic articles Medium EN trigger, argument, coreference
MLEE ECR Biomedical articles Medium EN trigger, argument, coreference
KBP2017 ECR News + forums Medium EN trigger, argument, coreference

Multimodal Benchmarks

Name Modality Domain Scale Language Output
imSitu Image General 126,102 English Verb, semantic roles and values
SWiG Image General 126,102 English Verb, semantic roles, values, bounding boxes
VASR Image General 3,820 English Verb, semantic roles and values
VidSitu Video Movie 126,102 English Verb and values
Grounded VidSitu Video Movie 126,102 English Verb, values, bounding boxes
SpeechEE Audio News, medical, biology, cybersecurity, movies 5,240 human + 49,585 synth EN / ZH Event type, trigger, argument role
M^2E^2 Text + Image News 245 English Event type, trigger, image object
VOANews Text + Image News 106,875 English Event type, trigger, image object
CMMEvent Text + Image News 5,709 Chinese Event type, trigger, role
VM^2E^2 Text + Video News 852 English Argument role type, entity type, co-referential text event
MultiHiEve Text + Video News 100,000 English Event-event relations
M-VAE Text + Video General 1,680 English Natural language answer
MM Chinese EE Text + Speech Broadcast news, newswire, weblog 6,694 Chinese Event type
MUIE Text + Image + Audio General 3,000 English Event type, entity label, argument, role

Tools

Tool Category Tool Category Tool Category
DyGIE++ EE Toolkit SpERT EE Toolkit OneIE EE Toolkit
CasEE EE Toolkit RESIN EE Toolkit UIE EE Toolkit
InstructUIE EE Toolkit DeepKE EE Toolkit OneEE EE Toolkit
DocEE EE Toolkit SPEED++ EE Toolkit OmniEvent EE Toolkit
TextEE EE Toolkit & Evaluation scripts ACE Evaluation scripts TAC-KBP Evaluation scripts
ERE Evaluation scripts MAVEN-ERE Evaluation scripts BRAT Annotation Platform
RESIN (platform) Annotation Platform CollabKG Annotation Platform LFDe Annotation Platform

Task Illustrations

Text EE Example

A minimal slice of trigger and argument spotting for textual narratives.
Text EE Example

Multimodal EE Example

A cross-modal snapshot showing how vision and language combine for events.
Multimodal EE Example

Methods Overview

Methods Map

A quick glance at the modeling spectrum from rules to unified LLM pipelines.
Methods Overview

Decoding Paradigm

Common decoding patterns across EE: from classification and sequence labeling, to spans, pointers, table/grid-style fills, and fully generative formulations.
Decoding Paradigm

Paper List by Year

2025
  1. A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions. Huang, Lei, Yu, Weijiang, Ma, Weitao, Zhong, Weihong, Feng, Zhangyin, Wang, Haotian, Chen, Qianglong, Peng, Weihua, Feng, Xiaocheng, Qin, Bing, others. ACM Transactions on Information Systems, 2025. [Link]
  2. Adverse Event Extraction from Discharge Summaries: A New Dataset, Annotation Scheme, and Initial Findings. Guellil, Imane, Andres, Salom'e, Anand, Atul, Guthrie, Bruce, Zhang, Huayu, Hasan, Abul, Wu, Honghan, Alex, Beatrice. Proceedings of ACL, 2025. [Link]
  3. BEMEAE: Moving Beyond Exact Span Match for Event Argument Extraction. Fane, Enfa, Uddin, Md Nayem, Ikumariegbe, Oghenevovwe, Kashif, Daniyal, Blanco, Eduardo, Corman, Steven. Proceedings of ACL, 2025. [Link]
  4. Beyond Benchmarks: Building a Richer Cross-Document Event Coreference Dataset with Decontextualization. Zhao, Jin, Tu, Jingxuan, Ye, Bingyang, Hu, Xinrui, Xue, Nianwen, Pustejovsky, James. Proceedings of ACL, 2025. [Link]
  5. Bi-directional feature learning-based approach for zero-shot event argument extraction. Zhou, Ji, Shuang, Kai, Wang, Qiwei, Qian, Bing, Guo, Jinyu. Information Processing & Management, 2025. [Link]
  6. CascadePAIE: Reallocating Relevance for Event Roles and Event Text in Event Argument Extraction. Yao, Chunyu, Guo, Yi. Proceedings of ICASSP, 2025. [Link]
  7. Cross-modal event extraction via visual event grounding and semantic relation filling. Liu, Maofu, Zhou, Bingying, Hu, Huijun, Qiu, Chen, Zhang, Xiaokang. Information Processing & Management, 2025. [Link]
  8. Cross-modal Multi-task Learning for Multimedia Event Extraction. Cao, Jianwei, Hu, Yanli, Tan, Zhen, Zhao, Xiang. Proceedings of AAAI, 2025. [Link]
  9. Dual-level AMR Injection for Prompt-based Event Argument Extraction. Huang, Xiaojia, He, Ruifang, Huang, Fei. Proceedings of ICASSP, 2025. [Link]
  10. Dynamic Grid Tagging Scheme for Event Causality Identification and Classification. Chen, Hanxiu. IEEE Transactions on Audio, Speech and Language Processing, 2025. [Link]
  11. Enhancing Zero-Shot Cross-Lingual Event Argument Extraction with Language-Independent Information. Yi, Xiruijie, Zhu, Xiaoxu, Li, Peifeng. Proceedings of ICASSP, 2025. [Link]
  12. Event extraction for visual: De-biasing with causality-guided attention mechanism. Wang, Chao, Yang, Jianming, He, Qing. Neurocomputing, 2025. [Link]
  13. Event Pattern-Instance Graph: A Multi-Round Role Representation Learning Strategy for Document-Level Event Argument Extraction. Wan, Qizhi, Liutao, Liutao, Wan, Changxuan, Hu, Rong, Xiao, Keli, Shuai, Yuxin. Findings of ACL, 2025. [Link]
  14. Explicit and Implicit Data Augmentation for Social Event Detection. Congbo Ma, Yuxia Wang, Jia Wu, Jian Yang, Jing Du, Zitai Qiu, Qing Li, Hu Wang, Preslav Nakov. Proceedings of ACL, 2025. [Link]
  15. Extracting Military Event Temporal Relations via Relative Event Time Prediction and Virtual Adversarial Training. Gong, Jie, Hu, Qiwang. Findings of ACL, 2025. [Link]
  16. GEMS: Generation-Based Event Argument Extraction via Multi-perspective Prompts and Ontology Steering. Lin, Run, Liu, Yao, Gan, Yanglei, Cai, Yuxiang, Lan, Tian, Liu, Qiao. Findings of ACL, 2025. [Link]
  17. How do LLMs’ Preferences Affect Event Argument Extraction? CAT: Addressing Preference Traps in Unsupervised EAE. Wei, Yunhao, Shuang, Kai, Li, Zhiyi, Mao, Chenrui. Findings of ACL, 2025. [Link]
  18. How do LLMs' Preferences Affect Event Argument Extraction? CAT: Addressing Preference Traps in Unsupervised EAE. Wei, Yunhao, Shuang, Kai, Li, Zhiyi, Mao, Chenrui. Findings of ACL, 2025. [Link]
  19. Instruction-Tuning LLMs for Event Extraction with Annotation Guidelines. Srivastava, Saurabh, Pati, Sweta, Yao, Ziyu. Findings of ACL, 2025. [Link]
  20. Large Language Model-Based Event Relation Extraction with Rationales. Hu, Zhilei, Li, Zixuan, Jin, Xiaolong, Bai, Long, Guo, Jiafeng, Cheng, Xueqi. Proceedings of COLING, 2025. [Link]
  21. MAQInstruct: Instruction-based Unified Event Relation Extraction. Xu, Jun, Sun, Mengshu, Zhang, Zhiqiang, Zhou, Jun. Proceedings of WWW, 2025. [Link]
  22. Multimedia event extraction based on multimodal low-dimensional feature representation space. Cui, Yiming, Sun, Bin, Jiang, Tao, Cui, Hongrui. Signal, Image and Video Processing, 2025. [Link]
  23. Multimedia Event Extraction with LLM Knowledge Editing. Yu, Jiaao, Lin, Yijing, Gao, Zhipeng, Qiu, Xuesong, Rui, Lanlan. Proceedings of EMNLP, 2025. [Link]
  24. Retrieval-Enhanced Few-Shot Prompting for Speech Event Extraction. Gedeon, M'at'e. arXiv, 2025. [Link]
  25. Revisiting Classical Chinese Event Extraction with Ancient Literature Information. Bao, Xiaoyi, Wang, Zhongqing, Gu, Jinghang, Huang, Chu-Ren. Proceedings of ACL, 2025. [Link]
  26. Sherlock: Towards Multi-scene Video Abnormal Event Extraction and Localization via a Global-local Spatial-sensitive LLM. Ma, Junxiao, Wang, Jingjing, Luo, Jiamin, Yu, Peiying, Zhou, Guodong. Proceedings of WWW, 2025. [Link]
  27. Situational scene graph for structured human-centric situation understanding. Sugandhika, Chinthani, Li, Chen, Rajan, Deepu, Fernando, Basura. Proceedings of WACV, 2025. [Link]
  28. Soft Syntactic Reinforcement for Neural Event Extraction. Hao, Anran, Su, Jian, Sun, Shuo, Sen, Teo Yong. Proceedings of ACL, 2025. [Link]
  29. Text is All You Need: LLM-enhanced Incremental Social Event Detection. Zitai Qiu, Congbo Ma, Jia Wu, Jian Yang. Proceedings of ACL, 2025. [Link]
  30. DeepSeek-R1 incentivizes reasoning in LLMs through reinforcement learning. Deepseek. Nature, 2025. [Link]
  31. LegalCore: A Dataset for Event Coreference Resolution in Legal Documents. Wei, Kangda, Shi, Xi, Tong, Jonathan, Sai Ramana Reddy, Natarajan, Anandhavelu, Jain, Rajiv, Garimella, Aparna, Huang, Ruihong. Findings of ACL, 2025. [Link]
  32. MMD-ERE: Multi-Agent Multi-Sided Debate for Event Relation Extraction. Guan, Yong, Peng, Hao, Hou, Lei, Li, Juanzi. Proceedings of COLING, 2025. [Link]
  33. RUIE: Retrieval-based Unified Information Extraction using Large Language Model. Liao, Xincheng, Duan, Junwen, Huang, Yixi, Wang, Jianxin. Proceedings of COLING, 2025. [Link]
  34. SEOE: A Scalable and Reliable Semantic Evaluation Framework for Open Domain Event Detection. Lu, Yi-Fan, Mao, Xian-Ling, Lan, Tian, Zhang, Tong, Zhu, Yu-Shi, Huang, Heyan. Proceedings of ACL, 2025. [Link]
2024
  1. A joint framework with heterogeneous-relation-aware graph and multi-channel label enhancing strategy for event causality extraction. Pu, Ruili, Li, Yang, Zhao, Jun, Wang, Suge, Li, Deyu, Liao, Jian, Zheng, Jianxing. Proceedings of AAAI, 2024. [Link]
  2. A Multifocal Graph-Based Neural Network Scheme for Topic Event Extraction. Wan, Qizhi, Wan, Changxuan, Xiao, Keli, Hu, Rong, Liu, Dexi, Liao, Guoqiong, Liu, Xiping, Shuai, Yuxin. ACM Transactions on Information Systems, 2024. [Link]
  3. A Novel Corpus of Annotated Medical Imaging Reports and Information Extraction Results Using BERT-based Language Models. Park, Namu, Lybarger, Kevin, Ramachandran, Giridhar Kaushik, Lewis, Spencer, Damani, Aashka, Uzuner, "Ozlem, Gunn, Martin, Yetisgen, Meliha. Proceedings of COLING, 2024. [Link]
  4. A semantic mention graph augmented model for document-level event argument extraction. Zhang, Jian, Yang, Changlin, Zhu, Haiping, Lin, Qika, Xu, Fangzhi, Liu, Jun. arXiv, 2024. [Link]
  5. ACES: Automatic Cohort Extraction System for Event-Stream Datasets. Justin Xu, Jack Gallifant, Alistair E. W. Johnson, Matthew B. A. McDermott. arXiv, 2024. [Link]
  6. ACES: Automatic cohort extraction system for event-stream datasets. Xu, Justin, Gallifant, Jack, Johnson, Alistair EW, McDermott, Matthew. arXiv, 2024. [Link]
  7. Back to the Future: Towards Explainable Temporal Reasoning with Large Language Models. Yuan, Chenhan, Xie, Qianqian, Huang, Jimin, Ananiadou, Sophia. Proceedings of WWW, 2024. [Link]
  8. Beyond exact match: Semantically reassessing event extraction by large language models. Lu, Yi-Fan, Mao, Xian-Ling, Lan, Tian, Huang, Heyan, Xu, Chen, Gao, Xiaoyan. arXiv, 2024. [Link]
  9. Beyond grounding: extracting fine-grained event hierarchies across modalities. Ayyubi, Hammad, Thomas, Christopher, Chum, Lovish, Lokesh, Rahul, Chen, Long, Niu, Yulei, Lin, Xudong, Feng, Xuande, Koo, Jaywon, Ray, Sounak, others. Proceedings of AAAI, 2024. [Link]
  10. Biomedical Event Extraction as Semantic Segmentation. Liangyu Gao, Zhihao Yang, Jinzhong Ning, Kai Ma, Lei Wang, Wei Liu, Yin Zhang, Ling Luo, Bo Xu, Jian Wang, Yumeng Yang, Zhehuan Zhao, Yuanyuan Sun, Hongfei Lin. Proceedings of BIBM, 2024. [Link]
  11. Biomedical Event Extraction as Semantic Segmentation. Gao, Liangyu, Yang, Zhihao, Ning, Jinzhong, Ma, Kai, Wang, Lei, Liu, Wei, Zhang, Yin, Luo, Ling, Xu, Bo, Wang, Jian, others. Proceedings of BIBM, 2024. [Link]
  12. BKEE: Pioneering event extraction in the Vietnamese language. Nguyen, Thi-Nhung, Tran, Bang Tien, Luu, Trong-Nghia, Nguyen, Thien Huu, Nguyen, Kiem-Hieu. Proceedings of COLING, 2024. [Link]
  13. CFinDEE: A Chinese Fine-Grained Financial Dataset for Document-Level Event Extraction. Zhang, Tian, Liu, Maofu, Zhou, Bingying. Proceedings of WWW, 2024. [Link]
  14. CMBEE: A constraint-based multi-task learning framework for biomedical event extraction. Jing-Hao Hu, Buzhou Tang, Nan Lyu, Yuxin He, Ying Xiong. Journal of biomedical informatics, 2024. [Link]
  15. CollabKG: A Learnable Human-Machine-Cooperative Information Extraction Toolkit for (Event) Knowledge Graph Construction. Wei, Xiang, Chen, Yufeng, Cheng, Ning, Cui, Xingyu, Xu, Jinan, Han, Wenjuan. Proceedings of COLING, 2024. [Link]
  16. Debate as Optimization: Adaptive Conformal Prediction and Diverse Retrieval for Event Extraction. Wang, Sijia, Huang, Lifu. Findings of ACL, 2024. [Link]
  17. DEGAP: Dual Event-Guided Adaptive Prefixes for Templated-Based Event Argument Extraction with Slot Querying. Wang, Guanghui, Liu, Dexi, Nie, Jian-Yun, Wan, Qizhi, Hu, Rong, Liu, Xiping, Liu, Wanlong, Liu, Jiaming. arXiv, 2024. [Link]
  18. Demonstration Retrieval-Augmented Generative Event Argument Extraction. He, Shiming, Hong, Yu, Yang, Shuai, Yao, Jianmin, Zhou, Guodong. Proceedings of COLING, 2024. [Link]
  19. Double Mixture: Towards Continual Event Detection from Speech. Kang, Jingqi, Wu, Tongtong, Zhao, Jinming, Wang, Guitao, Wei, Yinwei, Yang, Hao, Qi, Guilin, Li, Yuan-Fang, Haffari, Gholamreza. arXiv, 2024. [Link]
  20. Emancipating Event Extraction from the Constraints of Long-Tailed Distribution Data Utilizing Large Language Models. Kan, Zhigang, Peng, Liwen, Qiao, Linbo, Li, Dongsheng. Proceedings of COLING, 2024. [Link]
  21. Employing glyphic information for chinese event extraction with vision-language model. Bao, Xiaoyi, Gu, Jinghang, Wang, Zhongqing, Qiang, Minjie, Huang, Chu-Ren. Findings of ACL, 2024. [Link]
  22. Employing Glyphic Information for Chinese Event Extraction with Vision-Language Model. Bao, Xiaoyi, Gu, Jinghang, Wang, Zhongqing, Qiang, Minjie, Huang, Chu-Ren. Findings of ACL, 2024. [Link]
  23. Enhancing Cross-Document Event Coreference Resolution by Discourse Structure and Semantic Information. Qiang Gao, Bobo Li, Zixiang Meng, Yunlong Li, Jun Zhou, Fei Li, Chong Teng, Donghong Ji. LREC-COLING, 2024. [Link]
  24. Event Detection from Social Media for Epidemic Prediction. Parekh, Tanmay, Mac, Anh, Yu, Jiarui, Dong, Yuxuan, Shahriar, Syed, Liu, Bonnie, Yang, Eric, Huang, Kuan-Hao, Wang, Wei, Peng, Nanyun, Chang, Kai-Wei. Proceedings of ACL, 2024. [Link]
  25. Event Extraction in Basque: Typologically Motivated Cross-Lingual Transfer-Learning Analysis. Zubillaga, Mikel, Sainz, Oscar, Estarrona, Ainara, Lopez de Lacalle, Oier, Agirre, Eneko. Proceedings of COLING, 2024. [Link]
  26. Event Grounded Criminal Court View Generation with Cooperative (Large) Language Models. Linan Yue, Qi Liu, Lili Zhao, Li Wang, Weibo Gao, Yanqing An. Proceedings of SIGIR, 2024. [Link]
  27. Event-Arguments Extraction Corpus and Modeling using BERT for Arabic. Aljabari, Alaa, Duaibes, Lina, Jarrar, Mustafa, Khalilia, Mohammed. Proceedings of Second Arabic Natural Language Processing Conference, 2024. [Link]
  28. Explicit, Implicit, and Scattered: Revisiting Event Extraction to Capture Complex Arguments. Sharif, Omar, Gatto, Joseph, Basak, Madhusudan, Preum, Sarah Masud. Proceedings of EMNLP, 2024. [Link]
  29. GenEARL: A Training-Free Generative Framework for Multimodal Event Argument Role Labeling. Bansal, Hritik, Kung, Po-Nien, Brantingham, P Jeffrey, Chang, Kai-Wei, Peng, Nanyun. arXiv, 2024. [Link]
  30. General Collaborative Framework between Large Language Model and Experts for Universal Information Extraction. Bao, K, Wang, Ning. Findings of ACL, 2024. [Link]
  31. Generalized Event Cameras. Varun Sundar, Matthew Dutson, Andrei Ardelean, Claudio Bruschini, Edoardo Charbon, Mohit Gupta. Proceedings of CVPR, 2024. [Link]
  32. Generating Harder Cross-document Event Coreference Resolution Datasets using Metaphoric Paraphrasing. Ahmed, Shafiuddin Rehan, Wang, Zhiyong Eric, Baker, George Arthur, Stowe, Kevin, Martin, James H.. Proceedings of ACL, 2024. [Link]
  33. Generating Uncontextualized and Contextualized Questions for Document-Level Event Argument Extraction. Uddin, Md Nayem, George, Enfa, Blanco, Eduardo, Corman, Steven. Proceedings of ACL, 2024. [Link]
  34. Generative Biomedical Event Extraction With Constrained Decoding Strategy. Su, Fangfang, Teng, Chong, Li, Fei, Li, Bobo, Zhou, Jun, Ji, Donghong. IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2024. [Link]
  35. GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction. Oscar Sainz, Iker Garc'\ia-Ferrero, Rodrigo Agerri, Oier Lopez de Lacalle, German Rigau, Eneko Agirre. Proceedings of ICLR, 2024. [Link]
  36. GPT-4o System Card. OpenAI. arXiv, 2024. [Link]
  37. Harvesting Events from Multiple Sources: Towards a Cross-Document Event Extraction Paradigm. Gao, Qiang, Meng, Zixiang, Li, Bobo, Zhou, Jun, Li, Fei, Teng, Chong, Ji, Donghong. Findings of ACL, 2024. [Link]
  38. Improving Event Definition Following For Zero-Shot Event Detection. Cai, Zefan, Kung, Po-Nien, Suvarna, Ashima, Ma, Mingyu, Bansal, Hritik, Chang, Baobao, Brantingham, P. Jeffrey, Wang, Wei, Peng, Nanyun. Proceedings of ACL, 2024. [Link]
  39. Improving Large Language Models in Event Relation Logical Prediction. Chen, Meiqi, Ma, Yubo, Song, Kaitao, Cao, Yixin, Zhang, Yan, Li, Dongsheng. Proceedings of ACL, 2024. [Link]
  40. Instructie: A bilingual instruction-based information extraction dataset. Gui, Honghao, Qiao, Shuofei, Zhang, Jintian, Ye, Hongbin, Sun, Mengshu, Liang, Lei, Pan, Jeff Z, Chen, Huajun, Zhang, Ningyu. Proceedings of WWW, 2024. [Link]
  41. Is a large language model a good annotator for event extraction?. Chen, Ruirui, Qin, Chengwei, Jiang, Weifeng, Choi, Dongkyu. Proceedings of AAAI, 2024. [Link]
  42. LFDe: A Lighter, Faster and More Data-Efficient Pre-training Framework for Event Extraction. Kan, Zhigang, Peng, Liwen, Gao, Yifu, Liu, Ning, Qiao, Linbo, Li, Dongsheng. Proceedings of WWW, 2024. [Link]
  43. LLMs Learn Task Heuristics from Demonstrations: A Heuristic-Driven Prompting Strategy for Document-Level Event Argument Extraction. Zhou, Hanzhang, Qian, Junlang, Feng, Zijian, Hui, Lu, Zhu, Zixiao, Mao, Kezhi. Proceedings of ACL, 2024. [Link]
  44. MMUTF: Multimodal Multimedia Event Argument Extraction with Unified Template Filling. Seeberger, Philipp, Wagner, Dominik, Riedhammer, Korbinian. Findings of ACL, 2024. [Link]
  45. Multi-grained gradual inference model for multimedia event extraction. Liu, Yang, Liu, Fang, Jiao, Licheng, Bao, Qianyue, Sun, Long, Li, Shuo, Li, Lingling, Liu, Xu. IEEE Transactions on Circuits and Systems for Video Technology, 2024. [Link]
  46. Multiple Optimization with Retrieval-Augmented Generation and Fine-Grained Denoising for Biomedical Event Causal Relation Extraction. Zhao, Jie, Li, Lishuang, Ning, Wanting, Hao, Jing, Fei, Yuxiao, Huang, Jiayi. Proceedings of BIBM, 2024. [Link]
  47. Prompt for extraction: Multiple templates choice model for event extraction. Peng, Jiaren, Yang, Wenzhong, Wei, Fuyuan, He, Liang. Knowledge-based systems, 2024. [Link]
  48. Qwen2-VL Technical Report. Qwen Team. Unknown venue, 2024. [Link]
  49. Recognizing Everything from All Modalities at Once: Grounded Multimodal Universal Information Extraction. Zhang, Meishan, Fei, Hao, Wang, Bin, Wu, Shengqiong, Cao, Yixin, Li, Fei, Zhang, Min. ACL (Findings), 2024. [Link]
  50. Schema-based Data Augmentation for Event Extraction. Jin, Xiaomeng, Ji, Heng. Proceedings of COLING, 2024. [Link]
  51. Semantic frame extraction in multilingual olfactory events. Menini, Stefano. Proceedings of COLING, 2024. [Link]
  52. SpeechEE: A novel benchmark for speech event extraction. Wang, Bin, Zhang, Meishan, Fei, Hao, Zhao, Yu, Li, Bobo, Wu, Shengqiong, Ji, Wei, Zhang, Min. Proceedings of ACM MM, 2024. [Link]
  53. SPEED++: A multilingual event extraction framework for epidemic prediction and preparedness. Parekh, Tanmay, Kwan, Jeffrey, Yu, Jiarui, Johri, Sparsh, Ahn, Hyosang, Muppalla, Sreya, Chang, Kai-Wei, Wang, Wei, Peng, Nanyun. arXiv, 2024. [Link]
  54. STAR: boosting low-resource information extraction by structure-to-text data generation with large language models. Ma, Mingyu Derek, Wang, Xiaoxuan, Kung, Po-Nien, Brantingham, P Jeffrey, Peng, Nanyun, Wang, Wei. Proceedings of AAAI, 2024. [Link]
  55. StructAM: Enhancing Address Matching through Semantic Understanding of Structure-aware Information. Zhang, Zhaoqi, Balsebre, Pasquale, Luo, Siqiang, Hai, Zhen, Huang, Jiangping. Proceedings of COLING, 2024. [Link]
  56. Targeted Augmentation for Low-Resource Event Extraction. Wang, Sijia, Huang, Lifu. Findings of ACL, 2024. [Link]
  57. Thinking about how to extract: Energizing LLMs' emergence capabilities for document-level event argument extraction. Shuang, Kai, Zhouji, Zhouji, Qiwei, Wang, Guo, Jinyu. Findings of ACL, 2024. [Link]
  58. Towards Better Question Generation in QA-based Event Extraction. Hong, Zijin, Liu, Jian. Findings of ACL, 2024. [Link]
  59. Towards Better Question Generation in QA-based Event Extraction. Hong, Zijin, Liu, Jian. Findings of ACL, 2024. [Link]
  60. Towards event extraction from speech with contextual clues. Kang, Jingqi, Wu, Tongtong, Zhao, Jinming, Wang, Guitao, Qi, Guilin, Li, Yuan-Fang, Haffari, Gholamreza. arXiv, 2024. [Link]
  61. ULTRA: Unleash LLMs’ Potential for Event Argument Extraction through Hierarchical Modeling and Pair-wise Self-Refinement. Zhang, Xinliang Frederick, Blum, Carter, Choji, Temma, Shah, Shalin, Vempala, Alakananda. Findings of ACL, 2024. [Link]
  62. Umie: Unified multimodal information extraction with instruction tuning. Sun, Lin, Zhang, Kai, Li, Qingyuan, Lou, Renze. Proceedings of AAAI, 2024. [Link]
  63. Unexpected Phenomenon: LLMs' Spurious Associations in Information Extraction. Zhang, Weiyan, Lu, Wanpeng, Wang, Jiacheng, Wang, Yating, Chen, Lihan, Jiang, Haiyun, Liu, Jingping, Ruan, Tong. Findings of ACL, 2024. [Link]
  64. Video event extraction with multi-view interaction knowledge distillation. Wei, Kaiwen, Du, Runyan, Jin, Li, Liu, Jian, Yin, Jianhua, Zhang, Linhao, Liu, Jintao, Liu, Nayu, Zhang, Jingyuan, Guo, Zhi. Proceedings of AAAI, 2024. [Link]
  65. wav2graph: A Framework for Supervised Learning Knowledge Graph from Speech. Le-Duc, Khai, Dang, Quy-Anh, Pham, Tan-Hanh, Hy, Truong-Son. arXiv, 2024. [Link]
  66. ADELIE: Aligning Large Language Models on Information Extraction. Qi, Yunjia, Peng, Hao, Wang, Xiaozhi, Xu, Bin, Hou, Lei, Li, Juanzi. Proceedings of EMNLP, 2024. [Link]
  67. BKEE: Pioneering Event Extraction in the Vietnamese Language. Nguyen, Thi-Nhung, Tran, Bang Tien, Luu, Trong-Nghia, Nguyen, Thien Huu, Nguyen, Kiem-Hieu. Proceedings of COLING, 2024. [Link]
  68. CEAN: Contrastive Event Aggregation Network with LLM-based Augmentation for Event Extraction. Meng, Zihao, Liu, Tao, Zhang, Heng, Feng, Kai, Zhao, Peng. Proceedings of ACL, 2024. [Link]
  69. CMNEE:A Large-Scale Document-Level Event Extraction Dataset Based on Open-Source Chinese Military News. Zhu, Mengna, Xu, Zijie, Zeng, Kaisheng, Xiao, Kaiming, Wang, Mao, Ke, Wenjun, Huang, Hongbin. Proceedings of COLING, 2024. [Link]
  70. DEIE: Benchmarking Document-level Event Information Extraction with a Large-scale Chinese News Dataset. Ren, Yubing, Cao, Yanan, Li, Hao, Li, Yingjie, Ma, Zixuan ZM, Fang, Fang, Guo, Ping, Ma, Wei. Proceedings of COLING, 2024. [Link]
  71. EDEN: A Dataset for Event Detection in Norwegian News. Touileb, Samia, Murstad, Jeanett, M\aehlum, Petter, Steskal, Lubos, Storset, Lilja Charlotte, You, Huiling, \Ovrelid, Lilja. Proceedings of COLING, 2024. [Link]
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2023
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2022
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2021
  1. Abstract meaning representation guided graph encoding and decoding for joint information extraction. Zhang, Zixuan, Ji, Heng. Proceedings of ACL, 2021. [Link]
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2020
  1. A joint neural model for information extraction with global features. Lin, Ying, Ji, Heng, Huang, Fei, Wu, Lingfei. Proceedings of ACL, 2020. [Link]
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2019
  1. BART: Denoising sequence-to-sequence pre-training for natural language generation, translation, and comprehension. Lewis, Mike, Liu, Yinhan, Goyal, Naman, Ghazvininejad, Marjan, Mohamed, Abdelrahman, Levy, Omer, Stoyanov, Ves, Zettlemoyer, Luke. arXiv, 2019. [Link]
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  5. Empower event detection with bi-directional neural language model. Zhang, Yunyan, Xu, Guangluan, Wang, Yang, Liang, Xiao, Wang, Lei, Huang, Tinglei. Knowledge-Based Systems, 2019. [Link]
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  10. Exploring pre-trained language models for event extraction and generation. Yang, Sen, Feng, Dawei, Qiao, Linbo, Kan, Zhigang, Li, Dongsheng. Proceedings of ACL, 2019. [Link]
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  16. Open Domain Event Extraction Using Neural Latent Variable Models. Liu, Xiao, Huang, He-Yan, Zhang, Yue. Proceedings of ACL, 2019. [Link]
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  19. Roberta: A robustly optimized bert pretraining approach. Liu, Yinhan, Ott, Myle, Goyal, Naman, Du, Jingfei, Joshi, Mandar, Chen, Danqi, Levy, Omer, Lewis, Mike, Zettlemoyer, Luke, Stoyanov, Veselin. arXiv, 2019. [Link]
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2018
  1. A Multi-Axis Annotation Scheme for Event Temporal Relations. Ning, Qiang, Wu, Hao, Roth, Dan. Proceedings of ACL, 2018. [Link]
  2. A supervised machine learning approach for events extraction out of arabic tweets. Smadi, Mohammad, Qawasmeh, Omar. Proceedings of SNAMS, 2018. [Link]
  3. Collective Event Detection via a Hierarchical and Bias Tagging Networks with Gated Multi-level Attention Mechanisms. Yubo Chen, Hang Yang, Kang Liu, Jun Zhao, Yantao Jia. Proceedings of EMNLP, 2018. [Link]
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2017
  1. A hybrid method for extraction of events from natural language text. Guda, Vanitha, Sanampudi, SK. Proceedings of IC3T, 2017. [Link]
  2. Automatically labeled data generation for large scale event extraction. Chen, Yubo, Liu, Shulin, Zhang, Xiang, Liu, Kang, Zhao, Jun. Proceedings of ACL, 2017. [Link]
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2016
  1. A probabilistic soft logic based approach to exploiting latent and global information in event classification. Liu, Shulin, Liu, Kang, He, Shizhu, Zhao, Jun. Proceedings of AAAI, 2016. [Link]
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2015
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2014
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2013
  1. BioCause: Annotating and analysing causality in the biomedical domain. Mih\uail\ua, Claudiu, Ohta, Tomoko, Pyysalo, Sampo, Ananiadou, Sophia. BMC bioinformatics, 2013. [Link]
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  3. Combining rules and machine learning for extraction of temporal expressions and events from clinical narratives. Kova\vcevi'c, Aleksandar, Dehghan, Azad, Filannino, Michele, Keane, John A, Nenadic, Goran. Journal of the American Medical Informatics Association, 2013. [Link]
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2012
  1. Automatic event extraction with structured preference modeling. Lu, Wei, Roth, Dan. Proceedings of ACL, 2012. [Link]
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  4. Joint Entity and Event Coreference Resolution across Documents. Heeyoung Lee, Marta Recasens, Angel X. Chang, Mihai Surdeanu, Dan Jurafsky. EMNLP-CoNLL, 2012. [Link]
  5. Joint modeling for chinese event extraction with rich linguistic features. Chen, Chen, Ng, Vincent. Proceedings of COLING 2012, 2012. [Link]
  6. Modeling textual cohesion for event extraction. Huang, Ruihong, Riloff, Ellen. Proceedings of AAAI, 2012. [Link]
  7. Real-time event extraction for driving information from social sensors. Sakaki, Takeshi, Matsuo, Yutaka, Yanagihara, Tadashi, Chandrasiri, Naiwala P, Nawa, Kazunari. Proceedings of CYBER, 2012. [Link]
2011
  1. An Overview of Event Extraction from Text. Frederik Hogenboom, Flavius Frasincar, Uzay Kaymak, Franciska de Jong. ISWC Workshop, 2011. [Link]
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  3. Event extraction as dependency parsing. McClosky, David, Surdeanu, Mihai, Manning, Christopher D. Proceedings of ACL, 2011. [Link]
  4. Fast and robust joint models for biomedical event extraction. Riedel, Sebastian, McCallum, Andrew. Proceedings of EMNLP, 2011. [Link]
  5. Generalizing biomedical event extraction. Bj"orne, Jari, Salakoski, Tapio. Proceedings of BioNLP, 2011. [Link]
  6. Knowledge base population: Successful approaches and challenges. Ji, Heng, Grishman, Ralph. Proceedings of ACL, 2011. [Link]
  7. Overview of Genia Event Task in BioNLP Shared Task 2011. Kim, Jin-Dong, Wang, Yue, Takagi, Toshihisa, Yonezawa, Akinori. Proceedings of BioNLP Shared Task 2011 Workshop, 2011. [Link]
  8. Using cross-entity inference to improve event extraction. Hong, Yu, Zhang, Jianfeng, Ma, Bin, Yao, Jianmin, Zhou, Guodong, Zhu, Qiaoming. Proceedings of ACL, 2011. [Link]
  9. Using Rules to Extract Event Information from Sentences. Sun, Rong, Zhou, Wen, Liu, Zong-Tian. Journal of Chinese Computer Systems, 2011. [Link]
2010
  1. Event extraction with complex event classification using rich features. Miwa, Makoto, S\aetre, Rune, Kim, Jin-Dong, Tsujii, Jun'ichi. Journal of bioinformatics and computational biology, 2010. [Link]
  2. Lancet: a high precision medication event extraction system for clinical text. Li, Zuofeng, Liu, Feifan, Antieau, Lamont, Cao, Yonggang, Yu, Hong. Journal of the American Medical Informatics Association, 2010. [Link]
  3. Using document level cross-event inference to improve event extraction. Liao, Shasha, Grishman, Ralph. Proceedings of ACL, 2010. [Link]
2009
  1. A unified model of phrasal and sentential evidence for information extraction. Patwardhan, Siddharth, Riloff, Ellen. Proceedings of EMNLP, 2009. [Link]
  2. Graph-based Event Coreference Resolution. Zheng Chen, Heng Ji. ACL Workshop, 2009. [Link]
  3. Language specific issue and feature exploration in Chinese event extraction. Chen, Zheng, Ji, Heng. Proceedings of ACL, 2009. [Link]
  4. Overview of BioNLP'09 Shared Task on Event Extraction. Jin-Dong Kim, Tomoko Ohta, Sampo Pyysalo, Yoshinobu Kano, Jun'ichi Tsujii. NAACL-HLT, 2009. [Link]
  5. Syntactic dependency based heuristics for biological event extraction. Kilicoglu, Halil, Bergler, Sabine. Proceedings of BioNLP, 2009. [Link]
2008
  1. Real-time news event extraction for global crisis monitoring. Tanev, Hristo, Piskorski, Jakub, Atkinson, Martin. Proceedings of NLDB, 2008. [Link]
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2006
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2005
  1. ACE 2004 Multilingual Training Corpus. Mitchell, Alexis, Strassel, Stephanie, Huang, Shudong, Zakhary, Ramez. Unknown venue, 2005. [Link]
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2004
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2003
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BibTeX

@article{li2025event,
  title={Event Extraction in Large Language Model},
  author={Li, Bobo and Han, Xudong and Liu, Jiang and Ding, Yuzhe and Jing, Liqiang and Zhang, Zhaoqi and Li, Jinheng and Du, Xinya and Li, Fei and Zhang, Meishan and Zhang, Min and Sun, Aixin and Yu, Philip S. and Fei, Hao},
  journal={arXiv preprint arXiv:2512.19537},
  year={2025},
  url={https://arxiv.org/abs/2512.19537}
}

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