The 9th Workshop on Event Extraction and Understanding: Challenges and 
Applications (EEUCA 2026) (formerly CASE) @ ACL 2026

Also, this year the EEUCA workshop continues the tradition of the eight 
previous editions of our workshop on challenges and applications of event 
extraction. 

Website: https://bit.ly/EEUCA2026
Submission page: 
https://openreview.net/group?id=aclweb.org/ACL/2026/Workshop/EEUCA

Paper submission deadline: March 16, 2026
Pre-reviewed ARR commitment deadline: April 15, 2026
Notification of acceptance: April 28, 2026
Camera-ready paper due: May 12, 2026
Pre-recorded video due (hard deadline): June 4, 2026


Shared tasks and shared task papers:
Start of the Competition: Dec 10, 2025
Eval Phase Start: Dec 10, 2025
Test Phase Start: Jan 15, 2026
Test Phase End: March 15, 2026
Paper Submission Deadline: March 28, 2026
Notification of acceptance: April 28, 2026
Camera-ready paper due: May 12, 2026


We invite work on all aspects of automated coding and analysis of events from 
mono- or multi-lingual text sources. This includes (but is not limited to) the 
following topics 
1) Extracting events and their arguments in and beyond a sentence or document, 
event coreference resolution. 
2)  New datasets, training data collection and annotation for event 
information. 
3) Event-event relations, e.g., subevents, main events, spatiotemporal 
relations, causal relations. 
4)  Event dataset evaluation in light of reliability and validity metrics. 
5)  Defining, populating, and facilitating event schemas and ontologies. 
6)  Automated tools and pipelines for event collection related tasks. 
7)  Lexical, syntactic, semantic, discursive, and pragmatic aspects of event 
manifestation. 
8)  Methodologies for development, evaluation, and analysis of event datasets. 
9)  Applications of event databases, e.g. early warning, conflict prediction, 
and policymaking. 
10)  Estimating what is missing in event datasets using internal and external 
information. 
11) Detection of new event types, e.g. creative protests, cyber activism, 
COVID-19 related, terrorism, food safety, food security, climate change, 
extreme weather events, disasters. 
12)  Release of new event datasets, 
13)  Bias and fairness of the sources and event datasets. 
14)  Ethics, misinformation, privacy, and fairness concerns pertaining to event 
datasets. 
15)  Copyright issues on event dataset creation, dissemination, and sharing. 
16)  Cross-lingual, multilingual, and multimodal aspects in event analysis. 
17)  Exploiting LLMs in Event Extraction. 
18)  Generative AI and event reports: detecting AI-generated news, exploiting 
generative AI for creating event corpora, etc.


Shared Task 1: Multimodal Identification of Vaccine Critical Content on Social 
Media
This shared task focuses on detecting vaccine-critical stance in multimodal 
social media memes. Using the VaxMeme dataset of over 10,000 annotated memes, 
participants will develop models that jointly leverage visual and textual 
signals to classify a meme’s stance as pro-vaccine, vaccine-critical, or 
neutral. The task encourages research on cross-modal understanding, sarcasm, 
implicit messaging, and misinformation dynamics in public health discourse. 
External data and transfer learning are permitted, and submissions will be 
evaluated using macro-F1. All system description papers will be published in 
the ACL Anthology.


Learn More: https://github.com/therealthapa/eeuca-vaccine


Shared Task 2: Understanding Toxic Behavioral Intent in Gaming Chat Logs for 
Healthy Online Interaction
This shared task tackles intent-level toxicity detection in online gaming 
communities using the GameTox dataset of 53,000 annotated chat utterances from 
World of Tanks. Participants will develop models that classify a player’s 
message into six fine-grained intent categories, including hate, threats, 
insults, extremism, and non-toxic communication. The challenge highlights 
contextual nuance, gaming slang, implicit aggression, and varied severity 
levels of toxicity. External datasets are allowed, and submissions are 
evaluated using macro-F1. All system description papers will be published in 
the ACL Anthology.
Learn More: https://github.com/therealthapa/eeuca-toxicity


Keep an eye on the workshop page that is being updated: 
https://bit.ly/EEUCA2026 and contact us for any inquiries (submission, 
collaboration, contribution, or just saying Hi! ).

EEUCA Organization Committee
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