The Automatic Verification of Image-Text Claims (AVerImaTeC) Shared Task

Rui Cao, Yulong Chen, Zhenyun Deng, Michael Schlichtkrull, Andreas Vlachos


Abstract
The Automatic Verification of Image-Text Claims (AVerImaTeC) shared task aims to advance system development for retrieving evidence and verifying real-world image-text claims. Participants were allowed to either employ external knowledge sources, such as web search engines, or leverage the curated knowledge store provided by the organizers. System performance was evaluated using the AVerImaTeC score, defined as a conditional verdict accuracy in which a verdict is considered correct only when the associated evidence score exceeds a predefined threshold. The shared task attracted 14 submissions during the development phase and 6 submissions during the testing phase. All participating systems in the testing phase outperformed the baseline provided. The winning team, HUMAN, achieved an AVerImaTeC score of 0.5455. This paper provides a detailed description of the shared task, presents the complete evaluation results, and discusses key insights and lessons learned.
Anthology ID:
2026.fever-1.6
Volume:
Proceedings of the Ninth Fact Extraction and VERification Workshop (FEVER)
Month:
March
Year:
2026
Address:
Rabat, Morocco
Editors:
Mubashara Akhtar, Rami Aly, Rui Cao, Christos Christodoulopoulos, Oana Cocarascu, Zhijiang Guo, Arpit Mittal, Michael Schlichtkrull, James Thorne, Andreas Vlachos
Venues:
FEVER | WS
SIG:
Publisher:
Association for Computational Linguistics
Note:
Pages:
74–90
Language:
URL:
https://preview.aclanthology.org/port-ingestion-scripts/2026.fever-1.6/
DOI:
Bibkey:
Cite (ACL):
Rui Cao, Yulong Chen, Zhenyun Deng, Michael Schlichtkrull, and Andreas Vlachos. 2026. The Automatic Verification of Image-Text Claims (AVerImaTeC) Shared Task. In Proceedings of the Ninth Fact Extraction and VERification Workshop (FEVER), pages 74–90, Rabat, Morocco. Association for Computational Linguistics.
Cite (Informal):
The Automatic Verification of Image-Text Claims (AVerImaTeC) Shared Task (Cao et al., FEVER 2026)
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PDF:
https://preview.aclanthology.org/port-ingestion-scripts/2026.fever-1.6.pdf