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 …

NusaCrowd: Open source initiative for Indonesian NLP resources

S Cahyawijaya, H Lovenia, AF Aji, GI Winata… - arxiv preprint arxiv …, 2022 - arxiv.org
We present NusaCrowd, a collaborative initiative to collect and unify existing resources for
Indonesian languages, including opening access to previously non-public resources …

A survey on automated fact-checking

Z Guo, M Schlichtkrull, A Vlachos - Transactions of the Association for …, 2022 - direct.mit.edu
Fact-checking has become increasingly important due to the speed with which both
information and misinformation can spread in the modern media ecosystem. Therefore …

Averitec: A dataset for real-world claim verification with evidence from the web

M Schlichtkrull, Z Guo… - Advances in Neural …, 2023 - proceedings.neurips.cc
Existing datasets for automated fact-checking have substantial limitations, such as relying on
artificial claims, lacking annotations for evidence and intermediate reasoning, or including …

Fact-checking complex claims with program-guided reasoning

L Pan, X Wu, X Lu, AT Luu, WY Wang, MY Kan… - arxiv preprint arxiv …, 2023 - arxiv.org
Fact-checking real-world claims often requires collecting multiple pieces of evidence and
applying complex multi-step reasoning. In this paper, we present Program-Guided Fact …

The state of human-centered NLP technology for fact-checking

A Das, H Liu, V Kovatchev, M Lease - Information processing & …, 2023 - Elsevier
Misinformation threatens modern society by promoting distrust in science, changing
narratives in public health, heightening social polarization, and disrupting democratic …

Mumin: A large-scale multilingual multimodal fact-checked misinformation social network dataset

DS Nielsen, R McConville - Proceedings of the 45th international ACM …, 2022 - dl.acm.org
Misinformation is becoming increasingly prevalent on social media and in news articles. It
has become so widespread that we require algorithmic assistance utilising machine …

State-of-the-art generalisation research in NLP: a taxonomy and review

D Hupkes, M Giulianelli, V Dankers, M Artetxe… - arxiv preprint arxiv …, 2022 - arxiv.org
The ability to generalise well is one of the primary desiderata of natural language
processing (NLP). Yet, what'good generalisation'entails and how it should be evaluated is …

Generating literal and implied subquestions to fact-check complex claims

J Chen, A Sriram, E Choi, G Durrett - arxiv preprint arxiv:2205.06938, 2022 - arxiv.org
Verifying complex political claims is a challenging task, especially when politicians use
various tactics to subtly misrepresent the facts. Automatic fact-checking systems fall short …

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 …