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 introduce a simple yet effective threshold optimization method that
… (2) We propose an efficient threshold optimization method to make moderation decisions …

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
… Despite the potential promise of algorithms or ‘AI’, we show that even ‘well optimized
moderation systems could exacerbate, rather than relieve, many existing problems with …

SoK: Content moderation in social media, from guidelines to enforcement, and research to practice

M Singhal, C Ling, P Paudel, P Thota… - 2023 IEEE 8th …, 2023 - ieeexplore.ieee.org
… To this end, we study and analyze fourteen most popular social media content moderation
… about moderation strategies. We identify the differences between the content moderation

Automatic content moderation on social media

D Karabulut, C Ozcinar, G Anbarjafari - Multimedia Tools and Applications, 2023 - Springer
content moderation is not achievable in such volume. Automating content moderation is a
… In this research work, we propose an automatic content moderation pipeline based on deep …

Learning to defer in content moderation: The human-ai interplay

T Lykouris, W Weng - arXiv preprint arXiv:2402.12237, 2024 - arxiv.org
… policies in existing content moderation practice [MSA… 22] that operate based on two thresholds:
a post j is rejected (resp… Since optimizing the original problem is computational infeasible, …

Leveraging large-scale multimedia datasets to refine content moderation models

I Sarridis, C Koutlis, O Papadopoulou… - 2022 IEEE Eighth …, 2022 - ieeexplore.ieee.org
content has rendered content moderation technologies essential in order to protect digital
platform audiences from content … examples that can refine content moderation models, while …

New frontiers in cognitive content curation and moderation

CS Li, G Xiong, EM Tapia - APSIPA Transactions on Signal and …, 2018 - cambridge.org
… to optimize the outcome by focusing on applying moderation … and online content sites employ
some form of content moderation … level is lower than a certain threshold. Human curators or …

The discourse of online content moderation: Investigating polarized user responses to changes in reddit's quarantine policy

Q Shen, C Rose - Proceedings of the third workshop on abusive …, 2019 - aclanthology.org
… 6The threshold was determined based on the distribution of user… 7While we can threshold
the edges of a graph using a … responses to a specific content moderation policy change on …

NoisyHate: Benchmarking Content Moderation Machine Learning Models with Human-Written Perturbations Online

Y Ye, T Le, D Lee - arXiv preprint arXiv:2303.10430, 2023 - arxiv.org
… Since the dataset has been used as the standard benchmark dataset for content moderation
tasks… threshold values, we plot the model accuracy vs. threshold curve as shown in Figure 4. …

The oversight of content moderation by AI: impact assessments and their limitations

Y Nahmias, M Perel - Harv. J. on Legis., 2021 - HeinOnline
… Using the case of AI systems of content moderation, we highlight the strengths and … society
as a whole, like AI systems of content moderation, cannot be pursued by mechanisms of self-…