A review on fact extraction and verification

G Bekoulis, C Papagiannopoulou… - ACM Computing Surveys …, 2021 - dl.acm.org
We study the fact-checking problem, which aims to identify the veracity of a given claim.
Specifically, we focus on the task of Fact Extraction and VERification (FEVER) and its …

GERE: Generative evidence retrieval for fact verification

J Chen, R Zhang, J Guo, Y Fan, X Cheng - Proceedings of the 45th …, 2022 - dl.acm.org
Fact verification (FV) is a challenging task which aims to verify a claim using multiple
evidential sentences from trustworthy corpora, eg, Wikipedia. Most existing approaches …

Towards few-shot fact-checking via perplexity

N Lee, Y Bang, A Madotto, M Khabsa… - arXiv preprint arXiv …, 2021 - arxiv.org
Few-shot learning has drawn researchers' attention to overcome the problem of data
scarcity. Recently, large pre-trained language models have shown great performance in few …

Entity-oriented multi-modal alignment and fusion network for fake news detection

P Li, X Sun, H Yu, Y Tian, F Yao… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
The development of social media enables fake news to be expressed in a multi-modal form,
which is disseminated on various social platforms and brings harmful social impacts. To …

DeSePtion: Dual sequence prediction and adversarial examples for improved fact-checking

C Hidey, T Chakrabarty, T Alhindi, S Varia… - arXiv preprint arXiv …, 2020 - arxiv.org
The increased focus on misinformation has spurred development of data and systems for
detecting the veracity of a claim as well as retrieving authoritative evidence. The Fact …

Knowledge-enhanced evidence retrieval for counterargument generation

Y Jo, H Yoo, JY Bak, A Oh, C Reed, E Hovy - arXiv preprint arXiv …, 2021 - arxiv.org
Finding counterevidence to statements is key to many tasks, including counterargument
generation. We build a system that, given a statement, retrieves counterevidence from …

Multi2Claim: Generating scientific claims from multi-choice questions for scientific fact-checking

N Tan, T Nguyen, J Bensemann, A Peng… - Proceedings of the …, 2023 - aclanthology.org
Training machine learning models to successfully perform scientific fact-checking tasks is
challenging due to the expertise bottleneck that limits the availability of appropriate training …

Distilling the evidence to augment fact verification models

B Portelli, J Zhao, T Schuster, G Serra… - Proceedings of the third …, 2020 - aclanthology.org
The alarming spread of fake news in social media, together with the impossibility of scaling
manual fact verification, motivated the development of natural language processing …

[图书][B] Computational models of argument structure and argument quality for understanding misinformation

T Alhindi - 2023 - search.proquest.com
With the continuing spread of misinformation and disinformation online, it is of increasing
importance to develop combating mechanisms at scale in the form of automated systems …

A Survey Of Automatic Fact Verification Research

S Yang, X Yuan, T Gan, Y Wu - 2024 7th World Conference on …, 2024 - ieeexplore.ieee.org
With the evolution of social media technology, the mode of information exchange has
transitioned from a singular text format to a multifaceted blend of text, images, audio, and …