A survey of human-in-the-loop for machine learning

X Wu, L **ao, Y Sun, J Zhang, T Ma, L He - Future Generation Computer …, 2022 - Elsevier
Abstract Machine learning has become the state-of-the-art technique for many tasks
including computer vision, natural language processing, speech processing tasks, etc …

Studying fake news spreading, polarisation dynamics, and manipulation by bots: A tale of networks and language

G Ruffo, A Semeraro, A Giachanou, P Rosso - Computer science review, 2023 - Elsevier
With the explosive growth of online social media, the ancient problem of information
disorders interfering with news diffusion has surfaced with a renewed intensity threatening …

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 …

The many dimensions of truthfulness: Crowdsourcing misinformation assessments on a multidimensional scale

M Soprano, K Roitero, D La Barbera, D Ceolin… - Information Processing …, 2021 - Elsevier
Recent work has demonstrated the viability of using crowdsourcing as a tool for evaluating
the truthfulness of public statements. Under certain conditions such as:(1) having a balanced …

The effects of crowd worker biases in fact-checking tasks

T Draws, D La Barbera, M Soprano, K Roitero… - Proceedings of the …, 2022 - dl.acm.org
Due to the increasing amount of information shared online every day, the need for sound
and reliable ways of distinguishing between trustworthy and non-trustworthy information is …

Automated fact-checking to support professional practices: systematic literature review and meta-analysis

L Dierickx, CG Lindén, AL Opdahl - International Journal of …, 2023 - ojs3.ijoc.org
Fact-checking is a time-consuming process that automation can potentially make more
efficient. This study provides a comprehensive, multidisciplinary state of the art that …

Artificial intelligence in automated detection of disinformation: a thematic analysis

FCC Santos - Journalism and Media, 2023 - mdpi.com
The increasing prevalence of disinformation has led to a growing interest in leveraging
artificial intelligence (AI) for detecting and combating this phenomenon. This article presents …

[HTML][HTML] Cognitive Biases in Fact-Checking and Their Countermeasures: A Review

M Soprano, K Roitero, D La Barbera, D Ceolin… - Information Processing …, 2024 - Elsevier
The increase of the amount of misinformation spread every day online is a huge threat to the
society. Organizations and researchers are working to contrast this misinformation plague. In …

Can the crowd judge truthfulness? A longitudinal study on recent misinformation about COVID-19

K Roitero, M Soprano, B Portelli, M De Luise… - Personal and Ubiquitous …, 2023 - Springer
Recently, the misinformation problem has been addressed with a crowdsourcing-based
approach: to assess the truthfulness of a statement, instead of relying on a few experts, a …

Striking the balance in using LLMs for fact-checking: A narrative literature review

L Dierickx, A Van Dalen, AL Opdahl… - … on Disinformation in Open …, 2024 - Springer
The launch of ChatGPT at the end of November 2022 triggered a general reflection on its
benefits for supporting fact-checking workflows and practices. Between the excitement of the …