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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...
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...
Global supply chains keep workers poor: Three case studies show how the cycle can be broken
Global supply chains keep workers poor: Three case studies show how the cycle can be broken Lisa Lock Scientific Editor Andrew Zinin Lead Editor Globally, about 1 in 5 people in jobs live in poverty. A key reason lies in how global supply chains are organized.
Belgian NGO urges India to arrest Israeli reservist over alleged war crimes
Belgian NGO urges India to arrest Israeli reservist over alleged war crimes The Hind Rajab Foundation is using videos made by Eitan Gilboa and posted to social media as evidence. A Belgium-based NGO has called on Indian authorities to arrest an Israeli army reservist on holiday in northern India over his alleged role in Israel’s genocidal war on Gaza. The Hind Rajab Foundation (HRF) filed a complaint Saturday with India’s Police Service, foreign affairs ministry and Bureau of Immigration of...
Philippines’ bet on shaky investment pledges from the US risks China’s ire
“You have absolutely no idea of what you’re talking about. The whole point of Pax Silica is to partner with countries who are good at doing different things because everyone wins from a secure supply chain,” wrote US Undersecretary of State for Economic Affairs Jacob Helberg on a social media website in response to an online critic of the US strategic initiative with the Philippines. The spirited exchange came after Manila’s reported rejection of a request to extend diplomatic immunity to US...
How positive tipping points may be the key to protecting tropical rainforests
How positive tipping points may be the key to protecting tropical rainforests Gaby Clark Scientific Editor Andrew Zinin Lead Editor The world's tropical rainforests are edging towards collapse. But knowing how to stop deforestation isn't enough to drive action. The challenge is aligning all the pieces of the puzzle to initiate substantial change.
Trump says he secured halt to Israel’s offensive in Lebanon, keeps door open for Iran talks
The US president further eased tensions sparked by Tehran's announcement on Monday of an end to mediated negotiations, saying in a separate post on Truth Social that talks with the Islamic Republic continued "at a rapid pace". In a fast-moving chain of events on Monday, US President Donald Trump said no Israeli troops will be "going to Beirut, and any troops that are on their way, have already been turned back” after talking to both Israeli Prime Minister Benjamin Netanyahu and Hezbollah. In...
US Congress advances American-Israeli military integration plan
US Congress advances American-Israeli military integration plan A provision in the 2027 draft US defence bill could bind the two countries’ weapons industries closer than ever. A provision in a bill before the United States Congress could tie the American and Israeli militaries far more closely together, deepening their cooperation on weapons research, production and technology. The proposal, titled the “United States-Israel Defense Technology Cooperation Initiative,” appears as Section 224...