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Official code of Team Triple-Check at Multi-Modal-Fact-Verification-2023

:tada: :tada: We won the :fire:first place:fire: in De-Factify workshop in AAAI-23 and please the technical report can be viewed here. The brief introduction of this work can be referred to our blog.

Task

A multimodality clssification task, where the goal is to detect support, insufficient-evidence and refute between given claims and documents.

Usage

Dataset

<div align="left"> <img src="assets/dataset_sample.png" width="650"/> </div>

Metric

F1 averaged across the 5 categories. The final ranking would be based on the weighted average F1 score.

Pre_CoFactv2 Overview

<div align="left"> <img src="assets/model_framework.png" width="650"/> </div>

Experiment Overview

<div align="left"> <img src="assets/val_confusion_matrix.png" width="350"/> <img src="assets/test_confusion_matrix.png" width="350"/> </div>

Leaderboard

<div align="left"> <img src="assets/leaderboard.png" width="700"/> </div>