Judgemental
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Margin-Adaptive Confidence Ranking for Reliable LLM Judgement
arXiv:2605.15416v2 Announce Type: replace Abstract: Jung et al. (2025) introduce a hypothesis testing framework for guaranteeing agreement between large language models (LLMs) and human judgments, relying on the assumption that the model's estimated confidence is monotonic with respect to human-disagreement risk. In practice, however, this assumption may be violated, and the generalization behavior of the confidence estimator is not explicitly analyzed.
Milo Rau turned tribunals into theatre. Now his own moral judgement is on trial
The Swiss director has staged court cases against Pussy Riot, mining companies in Congo and Gisèle Pelicot’s abusers. But after his invitation to Palantir founder Peter Thiel caused a row in Vienna, is Rau’s method eating itself?Milo Rau, once the enfant terrible of continental European theatre, is a little less buoyant these days. The Swiss theatre-maker has done something he says he explicitly hates: he has cancelled a guest.
Milo Rau turned tribunals into theatre. Now his own moral judgement is on trial
The Swiss director has staged court cases against Pussy Riot, mining companies in Congo and Gisèle Pelicot’s abusers. But after his invitation to Palantir founder Peter Thiel caused a row in Vienna, is Rau’s method eating itself?Milo Rau, once the enfant terrible of continental European theatre, is a little less buoyant these days. The Swiss theatre-maker has done something he says he explicitly hates: he has cancelled a guest.
AI slows hiring in some roles, but demand grows for human skills
AI may be tightening jobs market, but some roles could see stronger demand Thu 4 Jun 2026 at 12:05am In short: A new economic report by consultancy firm Deloitte says the AI "winners" will be organisations that combine human and machine strengths, with recruiters saying human judgement will still be key. Deloitte says AI is shifting the job market, not necessarily through cuts but role transformations. It says employment is still growing, but hiring is starting to slow down as a result of AI.
270k warned 'don't ignore' CCJ letter or risk six years of credit damage
270k warned 'don't ignore' CCJ letter or risk six years of credit damage A BBC expert has warned more than 270,000 people in England, Wales and Northern Ireland More than 270,000 people across England, Wales, and Northern Ireland have received letters through the post, according to a BBC expert - and those who ignore them could find themselves facing court action. Viewers of BBC Morning Live were recently warned about the thousands of letters connected to county court judgements that have...
Voices: ‘Sober reflection, not pure cold rage’: Readers slam Farage for ‘culture war’ response to Henry Nowak murder
‘Sober reflection, not pure cold rage’: Readers slam Farage for ‘culture war’ response to Henry Nowak murder Our community has accused the Reform UK leader of fuelling a culture war from tragedy, while accepting the case reveals serious failures in police judgement - Bookmark - CommentsGo to comments Readers have slammed Nigel Farage’s response to the killing of Henry Nowak, with many accusing him of turning a tragedy into a culture war by calling for “pure cold rage” after the stabbing and...
Mark Latham to pay MP $140k over homophobic tweet as appeal fails
NSW MP Mark Latham has failed in his bid to overturn a judgement he defamed independent MP Alex Greenwich in a homophobic tweet. Mr Greenwich had attempted to increase the penalty Mr Latham was ordered to pay in damages, but this appeal was also dismissed. The parties have been directed to confer on costs and are due to return to court next week.
ForeSci: Evaluating LLM Agents for Forward-Looking AI Research Judgment
Announce Type: replace Abstract: AI research often requires decisions before future evidence exists: which bottleneck to attack, which direction to pursue, or where a project should be positioned. We introduce ForeSci, a temporally controlled benchmark for evaluating whether LLM agents can make such forward-looking research judgements from historical evidence. ForeSci contains 500 tasks across four fast-moving AI domains and four decision families.
EDIT: Evidence-Diagnosed Intervention Training for Rule-Faithful LLM Grading
arXiv:2606.06350v1 Announce Type: new Abstract: Reliable rubric grading requires more than accurate score prediction. Each judgement must be grounded in the mark scheme and evidence from the student answer. Existing credit-assignment and intervention methods, primarily designed for self-contained reasoning tasks such as mathematics reasoning, struggle in this setting because they do not identify where grading reasoning goes wrong or how the model's belief about the final mark changes during...
Strictly’s Anton and Craig have strong opinions: best podcasts of the week
The judgey pair swap views on everything from pop culture to fashion choices and workplace strife. Plus, what toxic masculinity looks like around the worldThe freshly announced Strictly Come Dancing hosts have been generating huge online chatter, but this podcast will ensure that (half of) the judging panel isn’t totally overshadowed. Judgemental sees Anton Du Beke and Craig Revel Horwood prove they have strong opinions on more than just an ex-soap star’s pasodoble by trading verdicts on...