Reliable decision from multiple subtasks through threshold optimization: Content moderation in the wild

D Son, B Lew, K Choi, Y Baek, S Choi, B Shin… - Proceedings of the …, 2023 - dl.acm.org
… of content moderation and … a reliable moderation decision in a cost-effective way. Extensive
experiments demonstrate that our approach shows better performance in content moderation

Competent third parties and content moderation on platforms: Potentials of independent decision-making bodies from a governance structure perspective

A Heldt, S Dreyer - Journal of Information Policy, 2021 - scholarlypublishingcollective.org
content. Nevertheless, much remains unsolved: the legitimacy of platforms' content moderation
rules and decisions … The competent third party could serve as a reliable contact point for …

[HTML][HTML] Detecting fake news: Two problems for content moderation

E Stewart - Philosophy & technology, 2021 - Springer
… If a journalist works for a reliable news source, however, then it is likely that the journalist …
why this approach fails to adequately guide content moderation decisions. The first is that the …

[HTML][HTML] Decision Quality and Errors in Content Moderation

SF Schwemer - IIC-International Review of Intellectual Property and …, 2024 - Springer
… But it is (and will remain) unrealistic to achieve error-free content moderation, even if more
reliable technology becomes available. We only have to consider the complexity of copyright …

Towards effective crowd-powered online content moderation

D Hettiachchi, J Goncalves - … of the 31st Australian conference on human …, 2019 - dl.acm.org
… Further, the use of comparative judgements in place of discrete labels can lead to more reliable
… Custodians of the Internet: Platforms, content moderation, and the hidden decisions that …

Algorithmic content moderation: Technical and political challenges in the automation of platform governance

R Gorwa, R Binns, C Katzenbach - Big Data & Society, 2020 - journals.sagepub.com
content moderation (referred to as algorithmic moderation for brevity in the following sections)
as systems that classify user-generated content … that make decisions about content and …

[PDF][PDF] Content Moderation, and Freedom of Expression

E Llansó, J VaN hoboKeN, P Leerssen… - Algorithms, 2020 - lirias.kuleuven.be
Content regulation via ranking decisions is particularly problematic due … Intercoder reliability
is an important measure of how … Low intercoder reliability means that the humans applying …

The Regulation of Content Moderation

F Galli, A Loreggia, G Sartor - … Conference on the Legal Challenges of the …, 2022 - Springer
… learning, NLP) to detect prohibited content and restrict its further … content moderation and
the related regulatory aspects. Section 2 will provide a general overview of content moderation

Understanding content moderation systems: new methods to understand internet governance at scale, over time, and across platforms

N Suzor - Computational Legal Studies, 2020 - elgaronline.com
… enough time for content moderation processes to have made an initial decision. Wherever
possible, … Hashtags are not a reliable descriptor of content – Instagram users often use tags …

What do we mean when we talk about transparency? Toward meaningful transparency in commercial content moderation

NP Suzor, SM West, A Quodling, J York - International Journal of …, 2019 - ijoc.org
… about particular decisions, however, we note the major challenge of improving understanding
of content moderation at a … processes in the absence of clear and reliable information. …