В этой статье разберем, почему модель вообще не видит дальше обученного окна, как это чинится различными методами масштабирования (RoPE, NTK-aware, YaRN, LongRoPE/LongRoPE2) и как масштабирование влияет на скорость и точность генерации.

В конце пройдемся по конкретным моделям от самых хайповых на текущих момент Qwen 3.8-27B и Qwen3.8-Flash-Next с их миллионом токенов до небольших Qwen 3.5 (4B/9B), Gemma 4 E2B/E4B, Ornith 1.0, LFM2/LFM2.5 и MiniCPM5-1B и посмотрим, что для них работает, а что нет.

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Three vessels and a helicopter deployed to monitor four ships travelling through the North Sea to the Channel

The Royal Navy spent three days tracking Russian vessels as they passed through UK waters, it has emerged.

The “intense” 72-hour operation took place last week, with radars used to monitor four ships that made their way from the North Sea through to the Channel.

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© Photograph: Carlos Jasso/Reuters

© Photograph: Carlos Jasso/Reuters

© Photograph: Carlos Jasso/Reuters

Three vessels and a helicopter deployed to monitor four ships travelling through the North Sea to the Channel

The Royal Navy spent three days tracking Russian vessels as they passed through UK waters, it has emerged.

The “intense” 72-hour operation took place last week, with radars used to monitor four ships that made their way from the North Sea through to the Channel.

Continue reading...

© Photograph: Carlos Jasso/Reuters

© Photograph: Carlos Jasso/Reuters

© Photograph: Carlos Jasso/Reuters

Ukrainian prosecutors open investigation into why munitions were stored so close to residential buildings

At least 37 people have been killed after a Russian drone struck a warehouse near Kyiv’s western suburbs that was storing “explosive objects”.

The attack damaged at least 50 residential buildings, including a care home for elderly and disabled people, and sparked a huge fire and explosions in the Bucha district of the Kyiv region. The regional governor, Tymur Tkachenko, said a further 42 people, including four children, had been injured in the strike.

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© Photograph: Aleksandr Gusev/SOPA Images/Shutterstock

© Photograph: Aleksandr Gusev/SOPA Images/Shutterstock

© Photograph: Aleksandr Gusev/SOPA Images/Shutterstock

Grammy award-winning American artist selected as 13th person to submit written work to Oslo-based project

The next manuscript by the American artist Laurie Anderson will remain unseen for 88 years, as she becomes the 13th figure to contribute to the Future Library project.

Anderson joins Margaret Atwood, Han Kang, Ocean Vuong and other prominent authors who have written secret manuscripts, which have been locked away until 2114.

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© Photograph: Wolfgang Tillmans

© Photograph: Wolfgang Tillmans

© Photograph: Wolfgang Tillmans

Ukrainian prosecutors open investigation into why munitions were stored so close to residential buildings

At least 37 people have been killed after a Russian drone struck a warehouse near Kyiv’s western suburbs that was storing “explosive objects”.

The attack damaged at least 50 residential buildings, including a care home for elderly and disabled people, and sparked a huge fire and explosions in the Bucha district of the Kyiv region. The regional governor, Tymur Tkachenko, said a further 42 people, including four children, had been injured in the strike.

Continue reading...

© Photograph: Aleksandr Gusev/SOPA Images/Shutterstock

© Photograph: Aleksandr Gusev/SOPA Images/Shutterstock

© Photograph: Aleksandr Gusev/SOPA Images/Shutterstock

Grammy award-winning American artist selected as 13th person to submit written work to Oslo-based project

The next manuscript by the American artist Laurie Anderson will remain unseen for 88 years, as she becomes the 13th figure to contribute to the Future Library project.

Anderson joins Margaret Atwood, Han Kang, Ocean Vuong and other prominent authors who have written secret manuscripts, which have been locked away until 2114.

Continue reading...

© Photograph: Wolfgang Tillmans

© Photograph: Wolfgang Tillmans

© Photograph: Wolfgang Tillmans

‘At a time when Russia is trying to spread gloom and darkness … it is important to create something beautiful,’ says combat medic Tetiana as she weds army captain Oleksandr

In the bright early afternoon sun of Kramatorsk’s central and now ironically named Peace Square, Tetiana, in her bridal dress, and Oleksandr, in his military uniform, are holding up their phones at the ready. It is a public holiday, 35 years since Ukraine’s declaration of independence, and a popular day for a wedding, though the open-air location is not obviously ideal.

Three days earlier, Kramatorsk, perhaps Vladimir Putin’s principal target, was formally designated part of the combat zone, the front inching towards the city as Russia closes in on the parts of the Donetsk region it does not control. It is quiet at 2pm though; the ceremony brief. There are no guests other than the Guardian team.

Tetiana and Oleksandr pose for a wedding photo on Mount Karachun, near Sloviansk, the scene of fierce fighting in 2014.

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© Photograph: Julia Kochetova/The Guardian

© Photograph: Julia Kochetova/The Guardian

© Photograph: Julia Kochetova/The Guardian

Country holds a knife-edge referendum that cuts across political divides on taking step closer to Brussels after Trump threats towards Greenland

For a long time, the prospect of becoming the third generation to run his family farm was an exciting one, says Davíð Clausen Pétursson.

Icelandic farmers were starting to get higher prices for their meat and milk, debt was no longer an occupational prerequisite and innovation was on the rise.

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© Photograph: Sigga Ella/The Guardian

© Photograph: Sigga Ella/The Guardian

© Photograph: Sigga Ella/The Guardian

As one of Europe’s biggest consumers of gas the UK may be particularly exposed to heightened price volatility

Europe is on course to enter the cooler months with gas stores at their lowest level in 13 years, which has triggered “winter panic” among energy traders, experts have warned.

The EU’s gas stocks were 63% full in the last week of August, well below the 80% average for late August over recent years and among the lowest levels ever recorded for this time of year.

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© Photograph: Dan Kitwood/Getty Images

© Photograph: Dan Kitwood/Getty Images

© Photograph: Dan Kitwood/Getty Images

Former PM believes Northern Ireland will leave UK in the long term – but remains opposed to Scottish independence

• ‘I don’t want to be a backseat driver’: Gordon Brown on Burnham, billionaires – and his vision for a better Britain

The former prime minister Gordon Brown has said it is inevitable that Ireland will become united at some point in the future, in a wide-ranging interview with the Guardian.

While he added that any union would necessarily be “a long process” and based on mutual agreement, Brown’s comments are notable both because of his vehement opposition to Scottish independence, but also because of his involvement in government in efforts to bring peace to Northern Ireland.

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© Photograph: Victoria Jones/PA

© Photograph: Victoria Jones/PA

© Photograph: Victoria Jones/PA

As one of Europe’s biggest consumers of gas the UK may be particularly exposed to heightened price volatility

Europe is on course to enter the cooler months with gas stores at their lowest level in 13 years, which has triggered “winter panic” among energy traders, experts have warned.

The EU’s gas stocks were 63% full in the last week of August, well below the 80% average for late August over recent years and among the lowest levels ever recorded for this time of year.

Continue reading...

© Photograph: Dan Kitwood/Getty Images

© Photograph: Dan Kitwood/Getty Images

© Photograph: Dan Kitwood/Getty Images

Former PM believes Northern Ireland will leave UK in the long term – but remains opposed to Scottish independence

• ‘I don’t want to be a backseat driver’: Gordon Brown on Burnham, billionaires – and his vision for a better Britain

The former prime minister Gordon Brown has said it is inevitable that Ireland will become united at some point in the future, in a wide-ranging interview with the Guardian.

While he added that any union would necessarily be “a long process” and based on mutual agreement, Brown’s comments are notable both because of his vehement opposition to Scottish independence, but also because of his involvement in government in efforts to bring peace to Northern Ireland.

Continue reading...

© Photograph: Victoria Jones/PA

© Photograph: Victoria Jones/PA

© Photograph: Victoria Jones/PA

Architect of Srebrenica genocide is dead but those scarred by his atrocities say his ideology is still shockingly pervasive

To most of the world, he was and will always be the “Butcher of Bosnia”, a grim epithet but one that still fails to fully convey the evil and horror inflicted on its people by Gen Ratko Mladić, who died in prison on Thursday.

As commander of the Bosnian Serb forces, Mladić was responsible for the killing of an estimated 100,000 men, women and children during the savage breakup of Yugoslavia in the 1990s. He was most notoriously the architect of ethnic cleansing and the genocide at Srebrenica in which at least 8,000 Bosnian Muslim men and boys were slaughtered.

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© Photograph: Family handout

© Photograph: Family handout

© Photograph: Family handout

The Nepal-Tibet flood disaster, Russian strikes in Kyiv, Israeli settlers in the West Bank and tributes to Dolly Parton – the past seven days as captured by the world’s leading photojournalists

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© Photograph: Navesh Chitrakar/Reuters

© Photograph: Navesh Chitrakar/Reuters

© Photograph: Navesh Chitrakar/Reuters

Moscow recruits an estimated 1,000 people a day but western officials say it cannot keep up with casualty level

Russia is losing about 6,000 more troops in Ukraine each month than it can recruit, western officials have said.

While Russia is still acquiring new battlefield recruits at speed, with an estimated rate of 1,000 a day, in the last two months even this has not been sufficient to replace those killed or injured.

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© Photograph: Anadolu/Getty Images

© Photograph: Anadolu/Getty Images

© Photograph: Anadolu/Getty Images

An insider guide to exploring the county, from golden sands and salt marsh to charming flint-built villages

Police hunt two suspects after historic 200-carat piece is snatched from Austrian museum during opening hours

Austrian police are hunting two men alleged to have stolen a 200-carat platinum necklace encrusted with 673 diamonds that was on loan to a museum in Vienna and once belonged to Egyptian royalty.

Authorities in the capital released pictures of the suspects captured by security cameras during the heist at the Museum of Applied Arts (MAK), amid a rash of spectacular smash-and-grab thefts from European cultural institutions.

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© Photograph: Stéphane de Sakutin/AFP/Getty Images

© Photograph: Stéphane de Sakutin/AFP/Getty Images

© Photograph: Stéphane de Sakutin/AFP/Getty Images

Police hunt two suspects after historic 200-carat piece is snatched from Austrian museum during opening hours

Austrian police are hunting two men alleged to have stolen a 200-carat platinum necklace encrusted with 673 diamonds that was on loan to a museum in Vienna and once belonged to Egyptian royalty.

Authorities in the capital released pictures of the suspects captured by security cameras during the heist at the Museum of Applied Arts (MAK), amid a rash of spectacular smash-and-grab thefts from European cultural institutions.

Continue reading...

© Photograph: Stéphane de Sakutin/AFP/Getty Images

© Photograph: Stéphane de Sakutin/AFP/Getty Images

© Photograph: Stéphane de Sakutin/AFP/Getty Images

Speech part of effort to strengthen National Rally party’s international ties before Marine Le Pen’s presidential bid

The French far-right leader Jordan Bardella is to give a speech at Reform UK’s party conference in Birmingham next week as he attempts to boost international ties before Marine Le Pen’s bid for the French presidency next spring.

Le Pen’s far-right, anti-immigration National Rally (RN) is high in the polls and she is predicted to reach the final round of the French presidential race in May.

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© Photograph: Chesnot/Getty Images

© Photograph: Chesnot/Getty Images

© Photograph: Chesnot/Getty Images