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Many-Shot CoT-ICL: Making In-Context Learning Truly Learn
arXiv:2605.13511v3 Announce Type: replace Abstract: While many-shot ICL achieves remarkable performance, prior studies of its scaling behavior have mainly focused on non-reasoning tasks. In this work, we study many-shot ICL on reasoning tasks, with a particular focus on many-shot chain-of-thought in-context learning (CoT-ICL). Analyzing across non-reasoning and reasoning tasks and across non-reasoning and reasoning-oriented LLMs, we identify several distinctive properties of many-shot CoT-ICL.
How many generations of humans have there been?
How many generations of humans have there been? Modern humans have been around 300,000 years. How many generations is that?
Ex-NRL star Kane Evans 'may have just saved many lives' by coming out
Kane Evans coming out 'may have saved many lives', says Sydney Roosters great Tue 9 Jun 2026 at 1:09pm In short: Football players have shown their support for Kane Evans, who came out as gay in an emotional interview on Monday. The 34-year-old is the second rugby league professional to publicly come out since Ian Roberts in 1995. Roosters legend Anthony Minichiello has praised Evans, saying he may have saved the lives of many facing a similar situation.
Home Office admits it has lost track of migrants with no right to be in UK – but doesn’t know how many
Home Office admits it has lost track of migrants with no right to be in UK – but doesn’t know how many Home Office still focused on ‘short-term fixes’ to broken asylum system, MPs warn - Bookmark - CommentsGo to comments The Home Office has admitted it has lost track of migrants with no right to be in UK – but doesn’t know how many – in what MPs have called a “shocking and unacceptable” indictment of the asylum system. MPs on the public accounts committee (PAC) have called on the government...
GLP-1 drugs, including Ozempic, may have a beneficial effect across many types of cancer
GLP-1 drugs, including Ozempic, may have a beneficial effect across many types of cancer More than two dozen studies suggest the treatments are linked to lower cancer risk, reduced metastasis and improved survival, though researchers say trials are needed to confirm any anti-cancer benefit. A growing body of evidence suggests that popular GLP-1 drugs, widely used for weight loss and diabetes, can provide protection against many types of cancer. More than two dozen studies presented over the...
Why so many Americans haven’t heard about the USS Liberty
Why so many Americans haven’t heard about the USS Liberty Why so many Americans haven’t heard about the USS Liberty Nearly 60 years after Israeli forces attacked the USS Liberty, killing 34 Americans, Congressman Thomas Massie is demanding a reckoning. Al Jazeera’s Ava Warriner explains what happened on the day of the attack, the alleged cover-up that followed and the questions that still linger today.
Many Body in General Relativity: A thermal equivalence principle
Physics > General Physics [Submitted on 31 May 2026] Title:Many Body in General Relativity: A thermal equivalence principle View PDF HTML (experimental)Abstract:We review the physics of many bodies in the context of general relativity. Starting from the stress energy tensor for one body, for a swarm of bodies, for a perfect fluid, we review relativistic hydrodynamics, kinetic theory, and statistical physics of $N$ identical bodies.
Why many fungicide-treated soybean seeds may boost harvests but not farm profits
Why many fungicide-treated soybean seeds may boost harvests but not farm profits Gaby Clark Scientific Editor Andrew Zinin Lead Editor Many soybean farmers use seeds treated with fungicides to ward off disease, but the profits from these increased yields might not offset the cost of the treatment in most cases, according to a study published in Scientific Reports by researchers at Penn State. The researchers analyzed how seed treatments affect yield and profitability in soybean farms in the...
The job squad: How many roles can one person have?
Welcome to Declassified, a weekly humor column. How many jobs is too many jobs for one person? I guess it depends on the day; sometimes just one can feel like an awful stretch.
Retirees fear running out of money. Many are spending too little instead
When people think of how much to save for retirement — and, subsequently, how to spend that money wisely in older age — many worry about the risk of running out of money early. They fear the possibility of overspending. But there's another less-appreciated danger, too, according to financial experts: The risk of underspending one's nest egg.