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MCBench: A Multicontext Safety Assessment Benchmark for Omni Large Language Models
arXiv:2606.05177v1 Announce Type: new Abstract: Existing multimodal safety benchmarks focus solely on visual inputs and cannot assess Omni Large Language Models (LLMs) that process vision, audio, and text. We introduce MCBench, a benchmark with 1196 scenarios spanning four safety categories that require integrating multiple modalities for accurate safety assessment. Each unsafe scenario is paired with a minimally different safe counterpart to assess model sensitivity.
Statistical Decision Theory with Counterfactual Loss
Announce Type: replace-cross Abstract: Many researchers apply classical statistical decision theory to evaluate treatment choices and learn optimal policies. However, because this framework relies solely on realized outcomes under chosen actions and ignores counterfactuals, it cannot assess the quality of a decision relative to feasible alternatives at the unit level, which is an important requirement in some settings. For example, in pretrial bail decisions, a judge must balance crime...
Home Office ditches legacy asylum database, keeps the spreadsheets
The UK's long-running asylum IT overhaul may finally have put the 25-year-old Case Information Database (CID) out to pasture, but Parliament says that officials are still relying on spreadsheets and disconnected systems to keep track of asylum cases. A new report from the Public Accounts Committee (PAC) found asylum data remains scattered across multiple systems, making it difficult for officials to track cases, spot emerging backlogs, or understand where pressure is building across the...
PIP assessment rule change DWP issues statement on claimant rule pledge
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Agreement Metrics for LLM-as-Judge Evaluation: What to Report and Why
arXiv:2606.00093v1 Announce Type: cross Abstract: Validating an LLM judge against human annotations usually means reporting several agreement statistics: accuracy, precision, recall, $F_1$, Cohen's $\kappa$, and one or more rank correlations. A survey of 24 recent LLM-as-judge papers finds metric choice entangled with the judgment scale, tie handling, invalid outputs, and abstention handling, and those choices rarely stated. For binary criteria -- the common case in rubric-based evaluation,...
Sacked BBC presenter loses discrimination claim after labelling fellow host ‘sociopathic’
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Water security concerns as magnetite miner seeks extension
EPA asked to pause Karara magnetite mine assessment over water concerns Thu 4 Jun 2026 at 9:29am In short: Karara Mining Limited is seeking approval from the Environmental Protection Authority to extend its magnetite ore operations in WA's Midwest until 2048. Mingenew Shire President Hellene McTaggart says there is concern over how the 15-year extension could affect water security. The Shire of Mingenew has asked the EPA to pause its assessment to better study impacts on groundwater supplies.
Woman died in hospital 47 days after being kicked by horse
Woman died in hospital 47 days after being kicked by horse Friends say she could have survived if she had been wearing more protection The friend of a “generous and beautiful” mother-of-two says her life may have been saved had she been wearing more protection during a horse accident. Ewa Larsson, 59, was dragged and kicked by a cob called Davy, who she had been leading in Ripple, near Deal, Kent. A jury determined that her cause of death was misadventure.
The criticism Marc Fennell always gets for Stuff the British Stole
The criticism Marc Fennell always gets for Stuff the British Stole Tue 9 Jun 2026 at 9:10am Marc Fennell is done being polite when it comes to Stuff the British Stole. Three seasons into his hit TV show, with a book of the same name on the way, he knows too much about how "contested" objects around the world really ended up in the care of an empire that was anything but. And he's possibly too tired for any pretence.
Framing, Judging, Steering: An Assessable Competency Model for Teach-ing Students to Reason With Generative AI
arXiv:2606.05983v1 Announce Type: new Abstract: Generative AI makes answers easy and understanding hard, and uncritical use invites cognitive offloading. Schools still measure unaided performance, yet the real task is to produce good work with AI: framing an ill-defined task, judging the output, and steering the model toward a better result. This ability is rarely assessed in its own right; where measured, it collapses into one "prompting" score that cannot diagnose why AI use succeeds or fails.