Reliable decision from multiple subtasks through threshold optimization: Content moderation in the wild
… 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 …
… (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
… 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 …
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
… 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 …
… 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 …
… 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, …
a post j is rejected (resp… Since optimizing the original problem is computational infeasible, …
Leveraging large-scale multimedia datasets to refine content moderation models
… content has rendered content moderation technologies essential in order to protect digital
platform audiences from content … examples that can refine content moderation models, while …
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 …
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
… 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 …
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
… 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. …
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-…
as a whole, like AI systems of content moderation, cannot be pursued by mechanisms of self-…
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- social media content moderation
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