Veon, partners to bridge online ‘AI language gap’ in Pakistan, other countries 

Veon's logo is displayed on a cell phone screen in this undated file photo. (Photo courtesy: ALAMY STOCK)
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Updated 15 May 2024
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Veon, partners to bridge online ‘AI language gap’ in Pakistan, other countries 

  • Language models often rely on swathes of online data to generate human-like responses 
  • Veon and partners to develop tools in Pakistan, Ukraine, Bangladesh and other countries 

Telecom company Veon, mobile operator Beeline Kazakhstan, the Barcelona Supercomputing Center and the GSMA lobby group said on Wednesday they would work together to bridge an “AI language gap” for under-represented languages.

Large language models powering ‘bots’ like chatGPT often rely on swathes of online data, such as digital books, websites, articles and blogs to learn how to generate human-like responses. But data and resources in some languages are limited.

“Out of nearly 7000 languages spoken around the globe, only seven are considered high-resource languages in the digital world: English, Spanish, French, Mandarin, Arabic, German and Japanese,” the groups said in a joint statement.

They will collaborate on developing tools and language model documentation in under-represented languages, including those spoken in the countries where Veon operates — Pakistan, Ukraine, Bangladesh, Kazakhstan, Uzbekistan, and Kyrgyzstan.

Another language was Catalan, which is spoken by around 10 million people, the statement said.
“The lack of resources in other languages results in an AI language gap which leads to sub-optimal user experience in AI applications, deepens the bias in AI models and risks deepening the digital divide in AI technologies,” they added.


Rating firm S&P says it won’t rush Iran war downgrades, sees risks for countries like Pakistan

Updated 12 March 2026
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Rating firm S&P says it won’t rush Iran war downgrades, sees risks for countries like Pakistan

  • Agency says it is monitoring indebted energy importers as higher oil prices strain finances
  • Gulf economies seen better placed to weather shock, though Bahrain flagged as vulnerable

LONDON: S&P Global ‌said it would not make any knee-jerk sovereign rating cuts following the outbreak of war in the ​Middle East, but warned on Thursday that soaring oil and gas prices were putting a number of already cash-strapped countries at risk.

The firm’s top analysts said in a webinar that the conflict, which has involved US and Israeli strikes ‌against Iran and Iranian ‌strikes against Israel, ​US ‌bases ⁠and Gulf ​states, ⁠was now moving from a low- to moderate-risk scenario.

Most Gulf countries had enough fiscal buffers, however, to weather the crisis for a while, with more lowly rated Bahrain the only clear exception.

Qatar’s banking sector could ⁠also struggle if there were significant ‌deposit outflows in ‌reaction to the conflict, although there ​was no evidence ‌of such strains at the moment, they ‌said.

“We don’t want to jump the gun and just say things are bad,” S&P’s head global sovereign analyst, Roberto Sifon-Arevalo, said.

The longer the crisis ‌was prolonged, though, “the more difficult it is going to be,” he ⁠added.

Sifon-Arevalo ⁠said Asia was the second-most exposed region, due to many of its countries being significant Gulf oil and gas importers.

India, Thailand and Indonesia have relatively lower reserves of oil, while the region also had already heavily indebted countries such as Pakistan, Bangladesh and Sri Lanka whose finances would be further hurt by rising energy prices.

“We ​are closely monitoring ​these (countries) to see how the credit stories evolve,” Sifon-Arevalo said.