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Related Articles from SNS
Who, Why, and How: Disentangling the Effects of Moderation Source, Context, and Language on Post-Removal Behavior
arXiv:2605.16204v2 Announce Type: replace Abstract: Content moderation is a central mechanism through which platforms attempt to balance user engagement with community governance. Yet existing research has largely treated moderation as a uniform intervention, overlooking how moderator source, violation context, and linguistic style jointly shape user behavior.
Efficient LLM Moderation with Multi-Layer Latent Prototypes
arXiv:2502.16174v4 Announce Type: replace Abstract: Although modern LLMs are aligned with human values during post-training, robust moderation remains essential to prevent harmful outputs at deployment time. Existing approaches suffer from performance-efficiency trade-offs and are difficult to customize to user-specific requirements. Motivated by this gap, we introduce Multi-Layer Prototype Moderator (MLPM), a lightweight and highly customizable input moderation tool.
UNIVID: Unified Vision-Language Model for Video Moderation
arXiv:2606.05748v1 Announce Type: new Abstract: Global-scale video moderation faces a dual challenge: the need for fine-grained multi-modal reasoning and the demand for interpretable outputs to support downstream enforcement. Traditional moderation systems often rely on fragmented black-box classifiers that are difficult to maintain and lack transparency. In this paper, we present UNIVID, a UNIfied VIsion-language model for video moDeration.
Dynamic Content Moderation in Livestreams: Combining Supervised Classification with MLLM-Boosted Similarity Matching
arXiv:2512.03553v3 Announce Type: replace Abstract: Content moderation remains a critical yet challenging task for large-scale user-generated video platforms, especially in livestreaming environments where moderation must be timely, multimodal, and robust to evolving forms of unwanted content. We present a hybrid moderation framework deployed at production scale that combines supervised classification for known violations with reference-based similarity matching for novel or subtle cases....
Rise regimes of freely rising droplets with a moderate viscosity ratio
new Abstract: The dynamics of buoyant droplets rising freely in a large body of an immiscible liquid is investigated numerically for a moderate drop-to-fluid viscosity ratio $\mu^\ast$. We focus on toluene droplets rising in clean water, for which $\mu^\ast=0.62$, and vary the radius over $0.5\,\text{mm}\leq R\leq3.0\,\text{mm}$. Direct numerical simulations are performed in imposed axisymmetric and fully three-dimensional configurations. As $R$ increases, the system displays a rich sequence...
Trump describes Iran ceasefire as ‘shooting in a moderate manner’ in bizarre press conference
Trump describes Iran ceasefire as ‘shooting in a moderate manner’ in bizarre press conference Madcap comments came after U.S. and Iran exchange fire earlier in the week - Bookmark - CommentsGo to comments President Donald Trump on Wednesday dismissed questions on whether the shaky ceasefire with Iran is holding by suggesting that the definition of a ceasefire is different in the Middle East region. Asked whether the ceasefire is still in place after Iran fired missiles against targets in...
Moderate thinning increased hair lichens, while heavy cuts reduced them in Sweden
Moderate thinning increased hair lichens, while heavy cuts reduced them in Sweden Lisa Lock Scientific Editor Andrew Zinin Lead Editor By using clearcutting, industrial forestry has caused a large-scale decline of hair lichens in Sweden's forests. In a large-scale field-experiment, researchers from Umeå University, University of Northern British Columbia, Canada, and Norwegian University of Life Sciences have shown that partial cutting can increase the abundance of hair lichens. The study is...
When Surface Form Changes Moderation Decisions: A Paired Study of Code-Mixed Workflow Instability
Announce Type: new Abstract: Hate moderation is often evaluated as classification on clean English inputs, but deployed systems must route content to actions such as ALLOW, FLAG, or REVIEW. We study how this workflow changes under code-mixed inputs using a paired evaluation setting where the same underlying content is expressed as clean English and Tamil-English code-mix. Under thresholds tuned on clean English development data, code-mixed inputs produce substantial action instability, with...
When Surface Form Changes Moderation Decisions: A Paired Study of Code-Mixed Workflow Instability
arXiv:2606.05654v2 Announce Type: replace Abstract: Hate moderation is often evaluated as classification on clean English inputs, but deployed systems must route content to actions such as ALLOW, FLAG, or REVIEW. We study how this workflow changes under code-mixed inputs using a paired evaluation setting where the same underlying content is expressed as clean English and Tamil-English code-mix. Under thresholds tuned on clean English development data, code-mixed inputs produce substantial...
Three quarters of workers not on track for 'moderate' pension income, report suggests
A newly-published report suggests a moderate lifestyle in retirement costs £32,700 for one person and £45,400 for two.