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Failed Reasoning Traces Tell You What Is Fixable (But Not by Reading Them)
Announce Type: new Abstract: When post-trained language models fail on reasoning problems, the common test-time-scaling response is to spend more compute on additional attempts, and the failed traces play no further role. We argue this discards a crucial signal; some failures come from unlucky sampling, where more rollouts help, while others are structural and resist resampling regardless of budget. We propose that failed traces encode recoverability structure: the inference-time signature...
PRA fines The Bank of London and its parent company Oplyse Holdings Limited £2m for failing to act with integrity and misleading the PRA over their capital position
The Prudential Regulation Authority (PRA) has fined The Bank of London Group Limited and Oplyse Holdings Limited (formerly The Bank of London Group Holdings Limited) £2 million for misleading the PRA over their capital positions, failing to act with integrity, failing to be open and cooperative with the regulator and failing to maintain adequate financial resources.
UK will not have to pay Rwanda more than £100m over failed asylum deal
UK will not have to pay Rwanda more than £100m over failed asylum deal Rwanda claimed it was owed more than £100m by the UK - Bookmark - CommentsGo to comments The UK will not have to pay Rwanda millions of pounds over the failed migrant deportation deal, a court has ruled. The Court of Arbitration in the Hague previously heard how Sir Keir Starmer boldly pledged on his first day in office in July 2024 that the Rwanda scheme was “dead and buried”, but the government failed to quit the deal...
South Africa hope for World Cup boost after failing to capitalise on 2010
South Africa hope for World Cup boost after failing to capitalise on 2010 CAPE TOWN, June 1 : South Africa failed to generate momentum after hosting the World Cup in 2010 but following a long period of stagnation they have a chance to become consistent competitors on the global stage. Hopes that the first World Cup on the African continent would help to turn South Africa into a continental powerhouse fizzled out due to a succession of mediocre coaches and a steady stream of administrative...
Failed asylum seekers vanishing due to 'unacceptable' errors, damning report finds
Failed asylum seekers vanishing due to 'unacceptable' errors, damning report finds A report by the cross-party Public Accounts Committee (PAC) has accused the Home Office of losing control of the asylum system and having no clear plan to get people out of hotels A scathing report has found "shocking and unacceptable" errors mean failed asylum seekers are vanishing without a trace. MPs voiced their alarm after the Home Office admitted it knows where the vast majority of those whose...
Scientists were excited about a blood test for many cancers — but it failed a big trial. Here's what to know.
Scientists were excited about a blood test for many cancers — but it failed a big trial. Emerging tests promise to screen for many cancers at once, but one just failed in a big trial. Will these diagnostics deliver on their promise someday?
How ‘The Hills’ reality TV star Spencer Pratt failed in his bid to become LA mayor
How ‘The Hills’ reality TV star Spencer Pratt failed in his bid to become LA mayor Pratt's campaign, endorsed by President Donald Trump, was a blend of celebrity appeal – amplified by AI-generated videos – and a raw expression of public frustration - Bookmark - CommentsGo to comments Spencer Pratt, the reality television personality known for his antics on "The Hills," has failed in his improbable bid to become mayor of Los Angeles. The Associated Press confirmed Monday that Pratt did not...
Sunny Hostin breaks with 'The View' co-hosts, calls America a ‘failed experiment’
Sunny Hostin said America was a "failed experiment" Friday on "The View" as the panel debated President Donald Trump, national pride and America's approaching 250th anniversary. Hostin said her criticism went beyond embarrassment with the current administration. "Why I am conflicted about this country because I feel that it is at this point a failed experiment, quite frankly," Hostin said.
Talent recruiter behind acts in failed Trump 250 concert is named Jeff Epstein
Talent recruiter behind acts in failed Trump 250 concert is named Jeff Epstein Jon Stewart and Jimmy Kimmel pointed out the coincidence that the talent booker shares the name of Jeffrey Epstein, the late convicted sex offender whose case has plagued the Trump administration - Bookmark - CommentsGo to comments The talent recruiter behind some of the acts in President Donald Trump’s failed Freedom 250 concert series has been thrust into the spotlight because of his name—Jeff Epstein. Comedians...
Voices: ‘Brexit never had full consent’: Readers on why leaving the EU failed to live up to voter expectations
‘Brexit never had full consent’: Readers on why leaving the EU failed to live up to voter expectations Our community reacts to Sir John Curtice’s polling showing a shift in public opinion a decade on from Brexit, with the majority agreeing that it has failed to live up to expectations - Bookmark - CommentsGo to comments Readers responding to an extract from The Brexit Effect, in which Sir John Curtice assesses public opinion a decade on from the vote to leave the EU, focused heavily on the...