Shared Task on Situation Report Generation | First Workshop on Language Technologies for Crisis Preparedness and Response (LT4CPR) at AACL 2026

Event Notification Type: 
Call for Participation
Abbreviated Title: 
Shared Task: LT4CPR at AACL 2026
Location: 
AACL 2026
Country: 
China
City: 
Hengqin
Contact: 
Belu Ticona
Haotian Zhu
Fei Xia
Submission Deadline: 
Monday, 7 September 2026

SHARED TASK

Important Dates

  • First Call for Participation: July 15, 2026
  • Training and Dev data and second Call for Participation:
    August 13, 2026
  • Final Call for Participation: August 20, 2026
  • Participant registration deadline: September 5th, 2026
  • Test data release: September 1, 2026
  • System output submission deadline: September 7, 2026
  • Shared-task paper submission deadline:
    September 15, 2026
  • Notification of acceptance: October 1, 2026
  • Camera-ready deadline: October 10, 2026
  • Workshop date: November 9, 2026


All deadlines are tentative and will be confirmed on the shared-task website.

Automatic Situation Report Generation

We are pleased to announce the LT4CPR 2026 Shared Task on Automatic Situation
Report Generation, hosted as part of the LT4CPR Workshop at AACL-IJCNLP 2026.

The shared task focuses on generating structured situation reports from
crisis-related social media messages. Participants will develop systems that
identify and summarize important information about an unfolding crisis,
including reported impacts, affected populations, infrastructure damage,
response activities, resource needs, and other information relevant to
situational awareness.

The task is intended to support research at the intersection of natural
language processing, crisis informatics, summarization, information extraction,
multilingual language technology, and humanitarian response.

Task Overview

Input
A collection of crisis-related social media messages, together with relevant
metadata and task documentation.
Output
A structured and/or narrative situation report summarizing the key
information contained in the input messages.

Task Resources

The organizers plan to release:

  • Training data
  • Sample input, sample system output, and a sample gold-standard report
  • Detailed input and output format documentation
  • A situation-report template and machine-readable output schema
  • Annotation and dataset documentation
  • Baseline code and example outputs, where available
  • Evaluation documentation, metrics, and evaluation scripts
  • Submission-format validation tools
  • Test data and system-submission instructions
  • A submission platform for system outputs and shared-task papers

Participation tracks and additional task settings are currently being finalized
and will be announced separately.

System Description Papers

Participating teams will be invited to submit a system description paper
explaining their approach, experimental setup, use of external resources,
results, limitations, and relevant ethical considerations.

Researchers interested in participating are encouraged to register by
Sep 5th, 2026.

Shared Task Website: LT4CPR 2026 Shared Task

Contact:lt4cpr.sharedtask [at] gmail.com

Please feel free to circulate this announcement among interested colleagues,
students, research groups, and relevant mailing lists.

We look forward to your participation.

Best regards,

LT4CPR 2026 Organizers
First Workshop on Language Technologies for Crisis Preparedness and Response
AACL-IJCNLP 2026