Facebook said it developed the world's first multilingual machine translation tool that can translate between any pair of 100 languages without first translating into English like existing systems do.
Currently, when translating from German to Arabic, most of the available English-centric models first translate German to English and then to Arabic, since English training data is the most widely available.
However, Facebook's new algorithm model M2M-100 directly translates German to Arabic, providing faster results while preserving the actual context and the meaning of the text.
“For years, AI researchers have been working towards building a single universal model that can understand all languages across different tasks ... a single model that keeps translations up to date and creates new experiences for billions of people equally,” Angela Fan, research assistant at Facebook AI Research, said.
M2M-100 “brings us closer to this goal”, Ms Fan said. “Breaking language barriers through machine translation is one of the most important ways to bring people together, provide authoritative information on Covid-19 and keep them safe from harmful content.”
The translation model is open sourced and the original source codes are made freely available. It will facilitate other independent researchers and technology companies to reproduce, modify and further advance the existing multilingual models according to their requirements.
The machine learning-based model is trained on nearly 2,200 language pairs, almost ten times more than the previous best models that rely only on English language data.
“We will continue to improve our model by incorporating cutting-edge research, exploring ways to deploy machine translation systems responsibly and creating more specialised architectures,” Ms Fan said.
“The research can further advance how our systems understand text for low-resource languages using unlabelled data,” she added.
Traditional machine translation tools require building separate AI models for each language and each task.
Some of the advanced multilingual systems can process multiple languages at once, but their accuracy is compromised since they rely on English data to bridge the gap between the source and target languages, Facebook said.
“This approach does not scale effectively on Facebook, where people post content in more than 160 languages across billions of posts. We need one model that can translate any language to better serve our community … nearly two-third of which use a language other than English,” said Ms Fan.
Facebook said it is using various scaling techniques to create translation data sets and build a universal model with 15 billion parameters to reflect a more diverse script of languages. It has already created data sets with 7.5 billion sentences for 100 languages.
“The volume of data required for training grows quadratically with the number of languages that we support,” Ms Fan said.
Polarised public
31% in UK say BBC is biased to left-wing views
19% in UK say BBC is biased to right-wing views
19% in UK say BBC is not biased at all
Source: YouGov
UAE currency: the story behind the money in your pockets
The%20US%20Congress%20explained
%3Cp%3E-%20Congress%20is%20one%20of%20three%20branches%20of%20the%20US%20government%2C%20and%20the%20one%20that%20creates%20the%20nation's%20federal%20laws%3C%2Fp%3E%0A%3Cp%3E-%20Congress%20is%20divided%20into%20two%20chambers%3A%20The%20House%20of%20Representatives%20and%20the%20Senate%3C%2Fp%3E%0A%3Cp%3E-%C2%A0The%20House%20is%20made%20up%20of%20435%20members%20based%20on%20a%20state's%20population.%20House%20members%20are%20up%20for%20election%20every%20two%20years%3C%2Fp%3E%0A%3Cp%3E-%20A%20bill%20must%20be%20approved%20by%20both%20the%20House%20and%20Senate%20before%20it%20goes%20to%20the%20president's%20desk%20for%20signature%3C%2Fp%3E%0A%3Cp%3E-%20A%20political%20party%20needs%20218%20seats%20to%20be%20in%20control%20of%20the%20House%20of%20Representatives%3C%2Fp%3E%0A%3Cp%3E-%20The%20Senate%20is%20comprised%20of%20100%20members%2C%20with%20each%20state%20receiving%20two%20senators.%20Senate%20members%20serve%20six-year%20terms%3C%2Fp%3E%0A%3Cp%3E-%20A%20political%20party%20needs%2051%20seats%20to%20control%20the%20Senate.%20In%20the%20case%20of%20a%2050-50%20tie%2C%20the%20party%20of%20the%20president%20controls%20the%20Senate%3C%2Fp%3E%0A
Libya's Gold
UN Panel of Experts found regime secretly sold a fifth of the country's gold reserves.
The panel’s 2017 report followed a trail to West Africa where large sums of cash and gold were hidden by Abdullah Al Senussi, Qaddafi’s former intelligence chief, in 2011.
Cases filled with cash that was said to amount to $560m in 100 dollar notes, that was kept by a group of Libyans in Ouagadougou, Burkina Faso.
A second stash was said to have been held in Accra, Ghana, inside boxes at the local offices of an international human rights organisation based in France.
COMPANY PROFILE
Name: Kumulus Water
Started: 2021
Founders: Iheb Triki and Mohamed Ali Abid
Based: Tunisia
Sector: Water technology
Number of staff: 22
Investment raised: $4 million
ELECTION%20RESULTS
%3Cp%3EMacron%E2%80%99s%20Ensemble%20group%20won%20245%20seats.%26nbsp%3B%3C%2Fp%3E%0A%3Cp%3EThe%20second-largest%20group%20in%20parliament%20is%20Nupes%2C%20a%20leftist%20coalition%20led%20by%20Jean-Luc%20Melenchon%2C%20which%20gets%20131%20lawmakers.%26nbsp%3B%3C%2Fp%3E%0A%3Cp%3EThe%20far-right%20National%20Rally%20fared%20much%20better%20than%20expected%20with%2089%20seats.%3C%2Fp%3E%0A%3Cp%3EThe%20centre-right%20Republicans%20and%20their%20allies%20took%2061.%3C%2Fp%3E%0A
Results
Final: Iran beat Spain 6-3.
Play-off 3rd: UAE beat Russia 2-1 (in extra time).
Play-off 5th: Japan beat Egypt 7-2.
Play-off 7th: Italy beat Mexico 3-2.
The specs
Engine: 2.4-litre 4-cylinder
Transmission: CVT auto
Power: 181bhp
Torque: 244Nm
Price: Dh122,900
The Gentlemen
Director: Guy Ritchie
Stars: Colin Farrell, Hugh Grant
Three out of five stars
Key facilities
- Olympic-size swimming pool with a split bulkhead for multi-use configurations, including water polo and 50m/25m training lanes
- Premier League-standard football pitch
- 400m Olympic running track
- NBA-spec basketball court with auditorium
- 600-seat auditorium
- Spaces for historical and cultural exploration
- An elevated football field that doubles as a helipad
- Specialist robotics and science laboratories
- AR and VR-enabled learning centres
- Disruption Lab and Research Centre for developing entrepreneurial skills
The%20specs
%3Cp%3E%3Cstrong%3EPowertrain%3A%20%3C%2Fstrong%3ESingle%20electric%20motor%0D%3Cbr%3E%3Cstrong%3EPower%3A%20%3C%2Fstrong%3E201hp%0D%3Cbr%3E%3Cstrong%3ETorque%3A%20%3C%2Fstrong%3E310Nm%0D%3Cbr%3E%3Cstrong%3ETransmission%3A%20%3C%2Fstrong%3ESingle-speed%20auto%0D%3Cbr%3E%3Cstrong%3EBattery%3A%20%3C%2Fstrong%3E53kWh%20lithium-ion%20battery%20pack%20(GS%20base%20model)%3B%2070kWh%20battery%20pack%20(GF)%0D%3Cbr%3E%3Cstrong%3ETouring%20range%3A%20%3C%2Fstrong%3E350km%20(GS)%3B%20480km%20(GF)%0D%3Cbr%3E%3Cstrong%3EPrice%3A%20%3C%2Fstrong%3EFrom%20Dh129%2C900%20(GS)%3B%20Dh149%2C000%20(GF)%0D%3Cbr%3E%3Cstrong%3EOn%20sale%3A%3C%2Fstrong%3E%20Now%3C%2Fp%3E%0A
GIANT REVIEW
Starring: Amir El-Masry, Pierce Brosnan
Director: Athale
Rating: 4/5
more from Janine di Giovanni
KILLING OF QASSEM SULEIMANI
RESULT
Bayern Munich 0 AC Milan 4
Milan: Kessie (14'), Cutrone (25', 43'), Calhanoglu (85')
The Transfiguration
Director: Michael O’Shea
Starring: Eric Ruffin, Chloe Levine
Three stars
The specs: 2018 Nissan Patrol Nismo
Price: base / as tested: Dh382,000
Engine: 5.6-litre V8
Gearbox: Seven-speed automatic
Power: 428hp @ 5,800rpm
Torque: 560Nm @ 3,600rpm
Fuel economy, combined: 12.7L / 100km
Jetour T1 specs
Engine: 2-litre turbocharged
Power: 254hp
Torque: 390Nm
Price: From Dh126,000
Available: Now
Warlight,
Michael Ondaatje, Knopf
VEZEETA PROFILE
Date started: 2012
Founder: Amir Barsoum
Based: Dubai, UAE
Sector: HealthTech / MedTech
Size: 300 employees
Funding: $22.6 million (as of September 2018)
Investors: Technology Development Fund, Silicon Badia, Beco Capital, Vostok New Ventures, Endeavour Catalyst, Crescent Enterprises’ CE-Ventures, Saudi Technology Ventures and IFC
COMPANY PROFILE
Name: HyperSpace
Started: 2020
Founders: Alexander Heller, Rama Allen and Desi Gonzalez
Based: Dubai, UAE
Sector: Entertainment
Number of staff: 210
Investment raised: $75 million from investors including Galaxy Interactive, Riyadh Season, Sega Ventures and Apis Venture Partners
UAE currency: the story behind the money in your pockets
The British in India: Three Centuries of Ambition and Experience
by David Gilmour
Allen Lane
The specs
Engine: 3.9-litre twin-turbo V8
Power: 620hp from 5,750-7,500rpm
Torque: 760Nm from 3,000-5,750rpm
Transmission: Eight-speed dual-clutch auto
On sale: Now
Price: From Dh1.05 million ($286,000)
UAE currency: the story behind the money in your pockets
UNSC Elections 2022-23
Seats open:
- Two for Africa Group
- One for Asia-Pacific Group (traditionally Arab state or Tunisia)
- One for Latin America and Caribbean Group
- One for Eastern Europe Group
Countries so far running:
Best Academy: Ajax and Benfica
Best Agent: Jorge Mendes
Best Club : Liverpool
Best Coach: Jurgen Klopp (Liverpool)
Best Goalkeeper: Alisson Becker
Best Men’s Player: Cristiano Ronaldo
Best Partnership of the Year Award by SportBusiness: Manchester City and SAP
Best Referee: Stephanie Frappart
Best Revelation Player: Joao Felix (Atletico Madrid and Portugal)
Best Sporting Director: Andrea Berta (Atletico Madrid)
Best Women's Player: Lucy Bronze
Best Young Arab Player: Achraf Hakimi
Kooora – Best Arab Club: Al Hilal (Saudi Arabia)
Kooora – Best Arab Player: Abderrazak Hamdallah (Al-Nassr FC, Saudi Arabia)
Player Career Award: Miralem Pjanic and Ryan Giggs
World record transfers
1. Kylian Mbappe - to Real Madrid in 2017/18 - €180 million (Dh770.4m - if a deal goes through)
2. Paul Pogba - to Manchester United in 2016/17 - €105m
3. Gareth Bale - to Real Madrid in 2013/14 - €101m
4. Cristiano Ronaldo - to Real Madrid in 2009/10 - €94m
5. Gonzalo Higuain - to Juventus in 2016/17 - €90m
6. Neymar - to Barcelona in 2013/14 - €88.2m
7. Romelu Lukaku - to Manchester United in 2017/18 - €84.7m
8. Luis Suarez - to Barcelona in 2014/15 - €81.72m
9. Angel di Maria - to Manchester United in 2014/15 - €75m
10. James Rodriguez - to Real Madrid in 2014/15 - €75m
