Algorithmic Arbitrariness in Content Moderation

JF Gomez, CV Machado, LM Paes… - arXiv preprint arXiv …, 2024 - arxiv.org
Machine learning (ML) is widely used to moderate online content. Despite its scalability
relative to human moderation, the use of ML introduces unique challenges to content …

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
Technology companies play a major role in governing the internet. The rules of platforms,
content hosts, search engines, and telecommunications providers govern how we interact …

Toxicity Detection is NOT all you Need: Measuring the Gaps to Supporting Volunteer Content Moderators

YT Cao, LF Domingo, SA Gilbert, M Mazurek… - arXiv preprint arXiv …, 2023 - arxiv.org
Extensive efforts in automated approaches for content moderation have been focused on
developing models to identify toxic, offensive, and hateful content--with the aim of lightening …

An examination of the Algorithmic Accountability Act of 2019

M MacCarthy - Available at SSRN 3615731, 2019 - papers.ssrn.com
Abstract The Algorithmic Accountability Act of 2019, sponsored by Senators Cory Booker (D-
NJ) and Ron Wyden (D-OR), with a House equivalent sponsored by Rep. Yvette Clarke (D …

Like trainer, like bot? Inheritance of bias in algorithmic content moderation

R Binns, M Veale, M Van Kleek, N Shadbolt - Social Informatics: 9th …, 2017 - Springer
The internet has become a central medium through which 'networked publics' express their
opinions and engage in debate. Offensive comments and personal attacks can inhibit …

Democratising online content moderation: A constitutional framework

G De Gregorio - Computer Law & Security Review, 2020 - Elsevier
Freedom of expression is one of the cornerstones on which democracy is based. This non-
exhaustive statement firmly clashes with the troubling evolution of the algorithmic society …

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
Social media platforms struggle to protect users from harmful content through content
moderation. These platforms have recently leveraged machine learning models to cope with …

COVID-19 is triggering a massive experiment in algorithmic content moderation

M Faddoul - 2020 - policycommons.net
The timing is challenging, as platforms are fighting to contain an epidemic of misinformation,
with user traffic hitting all-time records. To make up for the absence of human reviewers …

Guarding the guardians: content moderation by online intermediaries and the rule of law

N Elkin-Koren - 2020 - papers.ssrn.com
Online intermediaries have become a focal point of content moderation. They may enable or
disable access by removing or blocking controversial content, or by terminating users' …

Moderating our (dis) content: Renewing the regulatory approach

C Pershan - Proceedings of the Fourth Workshop on Online …, 2020 - aclanthology.org
As online platforms become central to our democracies, the problem of toxic content
threatens the free flow of information and the enjoyment of fundamental rights. But effective …