Combating misinformation in the age of llms: Opportunities and challenges

C Chen, K Shu - AI Magazine, 2024 - Wiley Online Library
Misinformation such as fake news and rumors is a serious threat for information ecosystems
and public trust. The emergence of large language models (LLMs) has great potential to …

Can llm-generated misinformation be detected?

C Chen, K Shu - arxiv preprint arxiv:2309.13788, 2023 - arxiv.org
The advent of Large Language Models (LLMs) has made a transformative impact. However,
the potential that LLMs such as ChatGPT can be exploited to generate misinformation has …

Overview of the CLEF-2024 CheckThat! lab: check-worthiness, subjectivity, persuasion, roles, authorities, and adversarial robustness

A Barrón-Cedeño, F Alam, JM Struß, P Nakov… - … Conference of the Cross …, 2024 - Springer
We describe the seventh edition of the CheckThat! lab, part of the 2024 Conference and
Labs of the Evaluation Forum (CLEF). Previous editions of CheckThat! focused on the main …

Monolingual and Multilingual Misinformation Detection for Low-Resource Languages: A Comprehensive Survey

X Wang, W Zhang, S Rajtmajer - arxiv preprint arxiv:2410.18390, 2024 - arxiv.org
In today's global digital landscape, misinformation transcends linguistic boundaries, posing
a significant challenge for moderation systems. While significant advances have been made …

Multimodal automated fact-checking: A survey

M Akhtar, M Schlichtkrull, Z Guo, O Cocarascu… - arxiv preprint arxiv …, 2023 - arxiv.org
Misinformation is often conveyed in multiple modalities, eg a miscaptioned image.
Multimodal misinformation is perceived as more credible by humans, and spreads faster …

[PDF][PDF] Overview of the CLEF-2024 CheckThat! Lab task 5 on rumor verification using evidence from authorities

F Haouari, T Elsayed, R Suwaileh - Faggioli et al.[22], 2024 - ceur-ws.org
We present an overview of Task 5 of the seventh edition of the CheckThat! Lab, which is a
part of the 2024 Conference and Labs of the Evaluation Forum (CLEF). In the Rumor …

CFIR: Fast and Effective Long-Text To Image Retrieval for Large Corpora

Z Long, X Ge, R McCreadie, JM Jose - Proceedings of the 47th …, 2024 - dl.acm.org
Text-to-image retrieval aims to find the relevant images based on a text query, which is
important in various use-cases, such as digital libraries, e-commerce, and multimedia …

Mmidr: Teaching large language model to interpret multimodal misinformation via knowledge distillation

L Wang, X Xu, L Zhang, J Lu, Y Xu, H Xu… - arxiv preprint arxiv …, 2024 - arxiv.org
Automatic detection of multimodal misinformation has gained a widespread attention
recently. However, the potential of powerful Large Language Models (LLMs) for multimodal …

[HTML][HTML] FMC: Multimodal fake news detection based on multi-granularity feature fusion and contrastive learning

F Yan, M Zhang, B Wei, K Ren, W Jiang - Alexandria Engineering Journal, 2024 - Elsevier
The automatic detection of multimodal fake news has recently garnered significant attention.
However, the existing detection methods mainly focus on merging textual and visual …

Topic audiolization: A model for rumor detection inspired by lie detection technology

Z Yang, Y Pang, X Li, Q Li, S Wei, R Wang… - Information Processing & …, 2024 - Elsevier
The psychological factors influence the frequency and intensity of the lie's audio. In addition,
the changes could be associated with each word in a segment of the liar's output. We …