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Good Reasoning Makes Good Demonstrations: Implicit Reasoning Quality Supervision via In-Context Reinforcement Learning
arXiv:2603.09803v2 Announce Type: replace Abstract: Reinforcement Learning with Verifiable Rewards (RLVR) improves reasoning in large language models but treats all correct solutions equally, potentially reinforcing flawed traces that arrive at correct answers by chance. We observe that \emph{better reasoning makes better demonstrations}: high-quality solutions serve as more effective in-context examples than low-quality ones. We term this teaching ability \textbf{Demonstration Utility}, and...
Fears over Donald Trump health report which doctor says is ‘too good to be true’
Fears over Donald Trump health report which doctor says is ‘too good to be true’ Donald Trump's recent health report is 'too good to be true', a doctor has claimed, as the White House insisted the president is 'in excellent health' and slammed external doctors A vascular surgeon has claimed Donald Trump’s recent medical report is "too good to be true". The president, who turns 80 on June 14, said last Tuesday that his six-month health check-up at Walter Reed National Military Medical Center...
Ebola border shutdown leaves goods rotting between Uganda and DRC
Ebola border shutdown leaves goods rotting between Uganda and DRC Ebola border shutdown leaves goods rotting between Uganda and DRC Trade has come to a near standstill on the Uganda–DR Congo border as Ebola-related restrictions leave trucks stranded and perishable goods spoiling. Traders say they are suffering heavy losses while authorities tighten measures to prevent the virus from crossing into Uganda. Published On 6 Jun 2026
Hussain: Substandard Lord's pitch is not good enough
England vs New Zealand: Nasser Hussain says Lord's pitch is 'not good enough' for Test cricket after 33 wickets fall in two days New Zealand trailed England by 218 runs at stumps after 17 wickets fell on day two at Lord's as bowlers took full advantage of the uneven bounce at the home of cricket; watch day three live on Sky Sports Cricket and Main Event Friday 5 June 2026 21:49, UK Nasser Hussain believes the Lord's wicket is "substandard" and "not good enough" for Test cricket after 33...
Hussain: Sub-standard Lord's pitch is not good enough
England vs New Zealand: Nasser Hussain says Lord's pitch is 'not good enough' for Test cricket after 32 wickets fall in two days New Zealand trailed England by 218 runs at stumps after 17 wickets fell on day two at Lord's, as bowlers took full advantage of the uneven bounce at the home of cricket; watch day three live on Sky Sports Cricket and Main Event Friday 5 June 2026 21:22, UK Nasser Hussain believes the Lord's wicket is 'sub-standard' and is 'not good enough' for Test cricket, after...
Texas softball's Hannah Wells' wild dugout good lu...
OKLAHOMA CITY -- The revelation that Texas' Hannah Wells eats ladybugs for good luck spurred all sorts of questions at the Women's College World Series earlier this week. While the Longhorns played Tennessee on Monday, ESPN's Holly Rowe reported that sources in the Texas dugout had informed her that Wells, a freshman utility player, eats ladybugs for good luck. Before boarding the departing bus outside Devon Field following the Longhorns' second win -- which sent Texas to the championship...
Magistrate sanctioned after threatening to give defendant a ‘good hiding’
Magistrate sanctioned after threatening to give defendant a ‘good hiding’ Paul Gibson admitted he ‘lost his composure’ in response to the outburst from the dock - Bookmark A magistrate suggested he would give a defendant a “good hiding” after they shouted about being jailed, a misconduct ruling has revealed. Paul Gibson “lost his composure” in response to the outburst from the dock during a “difficult and stressful” sentencing hearing, sparking an investigation into his conduct. He has now...
World Cup late kick-off times are good for pubs, says industry chief
World Cup late kick-off times are good for pubs, says industry chief The boss of pub chain Fuller's has said start times of 9pm and 10pm for England World Cup group stage matches could work to their favour England's late World Cup kick off times are good for pubs, says one industry boss. Simon Emeny, who runs pub firm Fuller’s, said afternoon starts for matches can actually suck trade away from other times of the day. England’s World Cup group stage matches begin against Croatia on June 17,...
Aristocrat, 79, who advertised for 'good breeder' and 'castle-trained' wife on ITV loses £1.2million battle with ex
Aristocrat, 79, who advertised for 'good breeder' and 'castle-trained' wife on ITV loses £1.2million battle with ex Sir Benjamin Slade, who previously said he was looking for a 'good breader' at least 20 years younger than him, has lost a High Court battle with his ex wife over a home in their divorce trust fund An eccentric aristocrat who appeared on ITV looking for a "castle-trained" wife to give him a "male heir" has lost a court fight with his ex-wife over a £1.2m fortune. Sir Benjamin...
'It would be good for the world' to slow down AI sprints, Anthropic says
It would be “good for the world” to slow down the pace of AI development, according to a blog post from Anthropic, which this week began the process of going public with a confidential IPO filing. “We believe it would be good for the world to have the option to slow or temporarily pause frontier AI development to enable societal structures and alignment research to keep up with the advance of the technology,” stated a blog post written by Anthropic co-founder (and former Reg scribe) Jack...