UGC
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Related Articles from SNS
When the Gold Standard Isn't Necessarily Standard: Challenges of Evaluating the Translation of User-Generated Content
arXiv:2512.17738v3 Announce Type: replace Abstract: User-generated content (UGC) is characterised by frequent use of non-standard language, from spelling errors to expressive choices such as slang, character repetitions, and emojis. This makes evaluating UGC translation challenging: what counts as a "good" translation depends on the desired standardness level of the output. To explore this, we examine the human translation guidelines of four UGC datasets, and derive a taxonomy of twelve...
Community-Aware Assessment of Social Textual Engagement and Resonance: A Human-Centric Perspective on User-Generated Content Evaluation
arXiv:2606.01897v3 Announce Type: replace Abstract: Traditional Video Quality Assessment (VQA) focuses narrowly on aesthetic fidelity, overlooking the complex social dynamics that define quality in User-Generated Content (UGC). In this work, we propose a paradigm shift from signal-centric metrics to human-centric resonance assessment. We introduce CASTER (Community-Aware Assessment of Social Textual Engagement and Resonance), a new task that evaluates whether a UGC item achieves positive...
Community-Aware Assessment of Social Textual Engagement and Resonance: A Human-Centric Perspective on User-Generated Content Evaluation
arXiv:2606.01897v1 Announce Type: new Abstract: Traditional Video Quality Assessment (VQA) focuses narrowly on aesthetic fidelity, overlooking the complex social dynamics that define quality in User-Generated Content (UGC). In this work, we propose a paradigm shift from signal-centric metrics to human-centric resonance assessment. We introduce CASTER (Community-Aware Assessment of Social Textual Engagement and Resonance), a new task that evaluates whether a UGC item achieves positive...
Community-Aware Assessment of Social Textual Engagement and Resonance: A Human-Centric Perspective on User-Generated Content Evaluation
arXiv:2606.01897v2 Announce Type: replace Abstract: Traditional Video Quality Assessment (VQA) focuses narrowly on aesthetic fidelity, overlooking the complex social dynamics that define quality in User-Generated Content (UGC). In this work, we propose a paradigm shift from signal-centric metrics to human-centric resonance assessment. We introduce CASTER (Community-Aware Assessment of Social Textual Engagement and Resonance), a new task that evaluates whether a UGC item achieves positive...
Odd Cycle Transversal in $P_k$-Free Graphs
arXiv:2606.07453v1 Announce Type: new Abstract: The Odd Cycle Transversal (OCT) problem, which asks for a minimum subset of vertices whose removal renders a graph bipartite, is a central problem in algorithmic graph theory. It is known to be NP-complete even on $P_k$-free graphs for $k \ge 6$. Furthermore, assuming the Unique Games Conjecture (UGC), OCT does not admit a constant-factor approximation algorithm on general graphs.
TSM-Bench: Detecting LLM-Generated Text in Real-World Wikipedia Editing Practices
arXiv:2605.31113v1 Announce Type: new Abstract: Automatically detecting machine-generated text (MGT) is critical to maintaining the knowledge integrity of user-generated content (UGC) platforms such as Wikipedia. Existing detection benchmarks primarily focus on \textit{generic} text generation tasks (e.g., ``Write an article about machine learning.''). However, editors frequently employ LLMs for specific writing tasks (e.g., summarisation).
Right-wing mogul ignites culture war in French cinema
Right-wing mogul ignites culture war in French cinema But French filmmakers are not ready to cut ties with controversial Vincent Bolloré. By GIORGIO LEALIin PARIS Photo-Illustration by Natália Delgado/ POLITICO There’s a tradition at the Cannes film festival: when the lights go down, the audience claps and cheers when the logos of their favorite producers and distributors appear. This year, there was a twist.
FRANCE 24 journalists forced to sign NDA after asking about open letter against media mogul Bolloré
FRANCE 24 journalists forced to sign NDA after asking about open letter against media mogul Bolloré Two FRANCE 24 journalists were forced to sign a non-disclosure agreement after asking an actor about an open letter protesting the growing role of far-right billionaire Vincent Bolloré in French cinema. Signed by hundreds of industry professionals, the letter prompted the head of the Canal+ Group – France’s largest film financier – to announce it would no longer work with the signatories....