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Beyond the Crowd: LLM-Augmented Community Notes for Governing Health Misinformation
Announce Type: replace Abstract: Community Notes, the crowd-sourced misinformation governance system on X (formerly Twitter), allows users to flag misleading posts, attach contextual notes, and rate the notes' helpfulness. However, our empirical analysis of 30.8K health-related notes reveals substantial latency, with a median delay of 17.6 hours before notes receive a helpfulness status. To improve responsiveness during real-world misinformation surges, we propose CrowdNotes+, a unified...
Are fit notes fit for the 21st century?
Salisbury correctly identifies problems with the existing fit note system such as the possibility of abuse by patients as well as clear compassionate circumstances when a fit note might be helpful such as unsupportive working environments or life stressors such as caring responsibilities.1 But defence of the current structure of the fit note seems unjustified when just 6% of fit notes use the “may be fit for work” option.2 Furthermore, patients with longer or several periods of sickness...
'My entitled neighbour leaves note on my door every time I use my dishwasher'
'My entitled neighbour leaves note on my door every time I use my dishwasher' One person has revealed how they are the at the end of their tether with their neighbour for leaving a note on their door every time that they use their dishwasher Most people find that their neighbours sometimes have some very annoying habits. However, one person has revealed how they are the at the end of their tether with their neighbour for leaving a note on their door every time that they use their dishwasher....
Bakery trains staff to assess counterfeit notes amid rise in use in SA
Counterfeit cash increase in SA hurting small businesses Thu 11 Jun 2026 at 6:08am In short: SA Police says there were 58 counterfeit currency offences reported in April this year, compared with just seven in April 2025. A North Adelaide business has stepped up countermeasures after noticing an increase in fake notes. South Australia's small and family business minister says there are ways to check for fake notes.
Better with Experience: Self-Evolving LLM Agents for Evidence-Grounded Health Community Notes
new Abstract: Large Language Model (LLM)-augmented Community Notes offer a scalable path for timely, evidence-grounded correction of health misinformation on social platforms. However, they still reset at every post, leaving useful correction experience from prior cases unused. We introduce EvoNote, an agentic framework that enables health Community Notes generation to self-evolve through an evolving experience memory of prior misinformation correction episodes.
CANote: Empowering Fact-checking Note Writing Through Scaffolded and Provenance-based Human-AI Collaboration
arXiv:2606.07101v1 Announce Type: new Abstract: Crowdsourced fact-checking mechanisms, such as X's Community Notes, play a critical role in mitigating the spread of misinformation. However, drafting high-quality, evidence-based debunking notes imposes a substantial burden on contributors.
Nvidia CEO leaves a 'timeless note' outside bathroom wall in Taiwan's capital
Nvidia CEO Jensen Huang, best known for transforming his company into the world’s most valuable semiconductor giant, added a quirky chapter to his growing reputation as a street-food influencer, as reported by Business Insider. During his recent visit to Taipei’s Raohe Street Night Market, Huang scribbled a playful note “Jensen was here” on a bathroom wall and his gesture was quickly dubbed a ‘timeless note’ by fans online. The videos posted by Nvidia’s newsroom account on social media...
'I made a note of empty homes while delivering leaflets and made £3,000'
'I made a note of empty homes while delivering leaflets and made £3,000' Paul was surprised how many of the houses he was delivering to were empty - and turned that into cash A man who realised he was finding a lot of empty houses when he was delivering leaflets started taking note of the addresses - and made £3,000 from the information. Paul Dixon, 49, found he could make money by “empty property hunting” while delivering leaflets after he grew frustrated by the sheer number of vacant homes...
Wales end season on low note with defeat in Romania
Romania vs Wales; International Match Romania vs Wales. Stadionul SteauaAttendance23,276. Romania 2-1 Wales: Craig Bellamy's side end season on low note in Bucharest Match report as Wales ended their season with a 2-1 friendly defeat to Romania in Bucharest; Romania led through Florian Coman's tidy finish before substitute David Brooks equalised; Adrian Rus was Romania's match-winner 10 minutes from time Saturday 6 June 2026 22:40, UK Wales ended their season on a low note as Romania won...
Why Do Self-Harm Prediction Models Struggle to Generalise? Lexical and Semantic Variations in Emergency Department Triage Notes
arXiv:2606.01678v1 Announce Type: new Abstract: Self-harm presentations to emergency departments (EDs) are strongly associated with higher suicide risk. NLP models have shown robust performance in detecting self-harm from triage notes within single hospitals, yet performance often declines across institutions. To examine potential causes, we compare ED triage notes from two hospitals by analyzing lexical characteristics, highly associated predictive features, and salient topics.