Occupational and Crime
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LLM Bias Evaluation: Gender, Racial, and Age Disparities in Occupational and Crime Scenarios
Announce Type: replace Abstract: LLM bias evaluation is critical as large language models (LLMs) increasingly influence high-stakes decisions. This paper provides a comprehensive assessment of gender, racial, and age disparities in leading LLMs, revealing that debiasing efforts often create new fairness trade-offs. Recent advancements in LLMs have been notable, yet widespread enterprise adoption remains limited due to various constraints.
Australia, don’t conflate anti-Semitism with criticism of Israel
Australia, don’t conflate anti-Semitism with criticism of Israel The anti-Semitism commission should protect Jewish Australians from hatred, not shield Israel from accountability over Gaza. Suggestions that criticism of the State of Israel is anti-Semitic in Australia risk hardwiring a dangerous confusion. Questioning the behaviour of a foreign state is not the same as denigrating or attacking a people who may have links with that state.
Palestinians trapped between Israeli forces and Hamas rule, report finds
Palestinians 'trapped' between Israeli forces, settlers and Hamas, UN report finds Tue 9 Jun 2026 at 8:00pm In short: A UN probe finds that Palestinians are trapped between Israeli forces, settlers and Hamas. The report by the Commission of Inquiry on the Occupied Palestinian Territory found that Israeli authorities have enabled settler attacks through financial and military support. The report will soon be presented to the rights council.
Inside the adult Swedish prison preparing to house children as young as 13
Teenagers will now serve time in response to surging gang crime, but head of country’s largest jail has misgivingsInside H block, staff at Sweden’s largest jail are preparing for the arrival of the first child prisoners in the institution’s 60-year history. New furniture has been ordered, extra beds have been removed from what were previously double-occupancy adult cells and classrooms are under construction. There are plans to repaint the walls from red to a shade of light green.
‘Historic’ wave of Palestinian solidarity grows at universities in Germany
‘Historic’ wave of Palestinian solidarity grows at universities in Germany Calls for universities to cut ties with Israeli institutions are rising in the country that views the BDS movement as extreme. Nearly 700 students from Leipzig University, in Germany, sat down last month on the square outside the college cafeteria, next to the city’s old, ruined fortifications, to vote. A sea of hands rose, holding yellow cards.
Immigration system statistics data tables
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Iran-US war latest: Trump warns US doesn’t need a deal with Tehran to get enriched uranium
Iran-US war latest: Trump warns US doesn’t need a deal with Tehran to get enriched uranium Trump suggested if a deal was made he would meet with Iran's supreme leader - Bookmark - CommentsGo to comments Donald Trump said Washington did not need a ceasefire deal with Iran to get enriched uranium from the country as Hezbollah rejected a new ceasefire in Lebanon. Trump also said that he did not want to meet with Iran's supreme leader Mojtaba Khamenei. "We could get it right now.
Sanctions on settlers not enough: Target Israeli gov’t, say campaigners
Sanctions on settlers not enough: Target Israeli gov’t, say campaigners Campaigners argue that sanctions reflect a need to manage public anger rather than a genuine shift in state policy. Israeli settlers and far-right ministers have been slapped with new Western sanctions. But human rights groups and Palestinian campaigners say the measures fail to address systemic state complicity in the occupation of Palestinian territories.
Man's arm severely injured in violent home invasion
Man seriously injured in violent home invasion in Sydney's south-west Sat 6 Jun 2026 at 8:22am A man has been seriously injured after a group armed with "bladed weapons" stormed a home in Sydney's south-west. Emergency services were called to Banksia Avenue in Greenacre, about 2am on Saturday, where they found a 23-year-old man with severe injuries to his left arm.
Teenage boy dies after stolen car rolls on major NT highway
Stolen vehicle crash north of Katherine claims life of teenage boy, Stuart Highway shut in both directions Tue 2 Jun 2026 at 10:09am A teenager has died after the stolen vehicle he was inside rolled on a major Northern Territory highway in the early hours of this morning. NT Police said in a statement officers had responded to reports a vehicle had rolled on the Stuart Highway, about three kilometres north of Katherine, just before 6am today.