Financial data and media company Bloomberg introduced a new large-scale artificial intelligence (AI) model that aims to shake up the finance industry, much like OpenAI's ChatGPT programmes are seeking to transform written communication.
BloombergGPT is a large language model (LLM) that has been specifically trained on financial data to support a diverse set of natural language processing (NLP) tasks within the financial industry, Bloomberg said in a statement.
This means that the advanced machine learning software can quickly analyse financial data to help users make risk assessments, evaluate financial sentiment, classify news and get questions answered.
BloombergGPT will unlock new opportunities for using the vast quantities of data available on the Bloomberg terminal to better help the firm’s customers, while bringing the full potential of AI to the financial industry, the company said.
The Bloomberg terminal, which compiles real-time financial news, data and research reports about markets, companies and industries is used by investors, bankers and other finance executives to access information and research.
Bloomberg was founded by Michael Bloomberg after he worked for more than a decade and half on Wall Street for investment bank Salomon Brothers. The billionaire businessman served three terms as Mayor of the City of New York.
“For all the reasons generative LLMs are attractive – few-shot learning, text generation, conversational systems, etc – we see tremendous value in having developed the first LLM focused on the financial domain,” Shawn Edwards, Bloomberg’s chief technology officer, said.
“BloombergGPT will enable us to tackle many new types of applications, while it delivers much higher performance out-of-the-box than custom models for each application, at a faster time-to-market.”
The Organisation for Economic Co-operation and Development has urged governments, financial regulators and businesses to step up their efforts to address the challenges of developing and deploying trustworthy artificial intelligence in the financial sector.
AI, which is a set of applications including machine learning and robotics, holds “tremendous potential to improve productivity and innovation” in the financial sector, it said in its Business and Finance Outlook 2021 report.
However, its extensive use in the industry requires the right infrastructure that includes access to sufficient computational capacity and economical high-speed internet services, the Paris-based organisation said.
Bloomberg said it was seeking to use BloombergGPT to improve existing NLP workflows, while also finding new ways to put this model to work to serve its customers.
“The quality of machine learning and NLP models comes down to the data you put into them," Gideon Mann, head of Bloomberg’s ML Product and Research team, said.
"Thanks to the collection of financial documents Bloomberg has curated over four decades, we were able to carefully create a large and clean, domain-specific dataset to train an LLM that is best suited for financial use cases," he said.
The complexity and unique terminology of the financial sector require an AI model specific to financial data and BloombergGPT is a step in the development and application of this new technology for the financial industry, Bloomberg said.
To develop BloombergGPT, the company’s ML product and research group collaborated with its AI engineering team to create a comprehensive 363 billion token dataset consisting of English financial documents, drawing on the company’s existing data creation, collection and curation resources.
The engineers trained a 50-billion parameter decoder-only AI programme.
"Notably, the BloombergGPT model outperforms existing open models of a similar size on financial tasks by large margins, while still performing on par or better on general NLP benchmarks," according to Bloomberg.
In numbers: China in Dubai
The number of Chinese people living in Dubai: An estimated 200,000
Number of Chinese people in International City: Almost 50,000
Daily visitors to Dragon Mart in 2018/19: 120,000
Daily visitors to Dragon Mart in 2010: 20,000
Percentage increase in visitors in eight years: 500 per cent
The%20specs
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COMPANY%20PROFILE
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Who's who in Yemen conflict
Houthis: Iran-backed rebels who occupy Sanaa and run unrecognised government
Yemeni government: Exiled government in Aden led by eight-member Presidential Leadership Council
Southern Transitional Council: Faction in Yemeni government that seeks autonomy for the south
Habrish 'rebels': Tribal-backed forces feuding with STC over control of oil in government territory
Mercer, the investment consulting arm of US services company Marsh & McLennan, expects its wealth division to at least double its assets under management (AUM) in the Middle East as wealth in the region continues to grow despite economic headwinds, a company official said.
Mercer Wealth, which globally has $160 billion in AUM, plans to boost its AUM in the region to $2-$3bn in the next 2-3 years from the present $1bn, said Yasir AbuShaban, a Dubai-based principal with Mercer Wealth.
“Within the next two to three years, we are looking at reaching $2 to $3 billion as a conservative estimate and we do see an opportunity to do so,” said Mr AbuShaban.
Mercer does not directly make investments, but allocates clients’ money they have discretion to, to professional asset managers. They also provide advice to clients.
“We have buying power. We can negotiate on their (client’s) behalf with asset managers to provide them lower fees than they otherwise would have to get on their own,” he added.
Mercer Wealth’s clients include sovereign wealth funds, family offices, and insurance companies among others.
From its office in Dubai, Mercer also looks after Africa, India and Turkey, where they also see opportunity for growth.
Wealth creation in Middle East and Africa (MEA) grew 8.5 per cent to $8.1 trillion last year from $7.5tn in 2015, higher than last year’s global average of 6 per cent and the second-highest growth in a region after Asia-Pacific which grew 9.9 per cent, according to consultancy Boston Consulting Group (BCG). In the region, where wealth grew just 1.9 per cent in 2015 compared with 2014, a pickup in oil prices has helped in wealth generation.
BCG is forecasting MEA wealth will rise to $12tn by 2021, growing at an annual average of 8 per cent.
Drivers of wealth generation in the region will be split evenly between new wealth creation and growth of performance of existing assets, according to BCG.
Another general trend in the region is clients’ looking for a comprehensive approach to investing, according to Mr AbuShaban.
“Institutional investors or some of the families are seeing a slowdown in the available capital they have to invest and in that sense they are looking at optimizing the way they manage their portfolios and making sure they are not investing haphazardly and different parts of their investment are working together,” said Mr AbuShaban.
Some clients also have a higher appetite for risk, given the low interest-rate environment that does not provide enough yield for some institutional investors. These clients are keen to invest in illiquid assets, such as private equity and infrastructure.
“What we have seen is a desire for higher returns in what has been a low-return environment specifically in various fixed income or bonds,” he said.
“In this environment, we have seen a de facto increase in the risk that clients are taking in things like illiquid investments, private equity investments, infrastructure and private debt, those kind of investments were higher illiquidity results in incrementally higher returns.”
The Abu Dhabi Investment Authority, one of the largest sovereign wealth funds, said in its 2016 report that has gradually increased its exposure in direct private equity and private credit transactions, mainly in Asian markets and especially in China and India. The authority’s private equity department focused on structured equities owing to “their defensive characteristics.”
The Breadwinner
Director: Nora Twomey
Starring: Saara Chaudry, Soma Chhaya, Laara Sadiq
Three stars
Dust and sand storms compared
Sand storm
- Particle size: Larger, heavier sand grains
- Visibility: Often dramatic with thick "walls" of sand
- Duration: Short-lived, typically localised
- Travel distance: Limited
- Source: Open desert areas with strong winds
Dust storm
- Particle size: Much finer, lightweight particles
- Visibility: Hazy skies but less intense
- Duration: Can linger for days
- Travel distance: Long-range, up to thousands of kilometres
- Source: Can be carried from distant regions
Mental%20health%20support%20in%20the%20UAE
%3Cp%3E%E2%97%8F%20Estijaba%20helpline%3A%208001717%3Cbr%3E%E2%97%8F%20UAE%20Ministry%20of%20Health%20and%20Prevention%20hotline%3A%20045192519%3Cbr%3E%E2%97%8F%20UAE%20Mental%20health%20support%20line%3A%20800%204673%20(Hope)%3Cbr%3EMore%20information%20at%20hope.hw.gov.ae%3C%2Fp%3E%0A
Day 4, Abu Dhabi Test: At a glance
Moment of the day Not much was expected – on Sunday or ever – of Hasan Ali as a batsman. And yet he lit up the late overs of the Pakistan innings with a happy cameo of 29 from 25 balls. The highlight was when he launched a six right on top of the netting above the Pakistan players’ viewing area. He was out next ball.
Stat of the day – 1,358 There were 1,358 days between Haris Sohail’s previous first-class match and his Test debut for Pakistan. The lack of practice in the multi-day format did not show, though, as the left-hander made an assured half-century to guide his side through a potentially damaging collapse.
The verdict As is the fashion of Test matches in this country, the draw feels like a dead-cert, before a clatter of wickets on the fourth afternoon puts either side on red alert. With Yasir Shah finding prodigious turn now, Pakistan will be confident of bowling Sri Lanka out. Whether they have enough time to do so and chase the runs required remains to be seen.
Singham Again
Director: Rohit Shetty
Stars: Ajay Devgn, Kareena Kapoor Khan, Ranveer Singh, Akshay Kumar, Tiger Shroff, Deepika Padukone
Rating: 3/5
COMPANY%20PROFILE%20
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The National's picks
4.35pm: Tilal Al Khalediah
5.10pm: Continous
5.45pm: Raging Torrent
6.20pm: West Acre
7pm: Flood Zone
7.40pm: Straight No Chaser
8.15pm: Romantic Warrior
8.50pm: Calandogan
9.30pm: Forever Young
Previous men's records
- 2:01:39: Eliud Kipchoge (KEN) on 16/9/19 in Berlin
- 2:02:57: Dennis Kimetto (KEN) on 28/09/2014 in Berlin
- 2:03:23: Wilson Kipsang (KEN) on 29/09/2013 in Berlin
- 2:03:38: Patrick Makau (KEN) on 25/09/2011 in Berlin
- 2:03:59: Haile Gebreselassie (ETH) on 28/09/2008 in Berlin
- 2:04:26: Haile Gebreselassie (ETH) on 30/09/2007 in Berlin
- 2:04:55: Paul Tergat (KEN) on 28/09/2003 in Berlin
- 2:05:38: Khalid Khannouchi (USA) 14/04/2002 in London
- 2:05:42: Khalid Khannouchi (USA) 24/10/1999 in Chicago
- 2:06:05: Ronaldo da Costa (BRA) 20/09/1998 in Berlin
SPECS
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MATCH INFO
FA Cup final
Chelsea 1
Hazard (22' pen)
Manchester United 0
Man of the match: Eden Hazard (Chelsea)
The biog
Favourite book: Homegoing by Yaa Gyasi
Favourite holiday destination: Spain
Favourite film: Bohemian Rhapsody
Favourite place to visit in the UAE: The beach or Satwa
Children: Stepdaughter Tyler 27, daughter Quito 22 and son Dali 19
The bio
Date of Birth: April 25, 1993
Place of Birth: Dubai, UAE
Marital Status: Single
School: Al Sufouh in Jumeirah, Dubai
University: Emirates Airline National Cadet Programme and Hamdan University
Job Title: Pilot, First Officer
Number of hours flying in a Boeing 777: 1,200
Number of flights: Approximately 300
Hobbies: Exercising
Nicest destination: Milan, New Zealand, Seattle for shopping
Least nice destination: Kabul, but someone has to do it. It’s not scary but at least you can tick the box that you’ve been
Favourite place to visit: Dubai, there’s no place like home
Name: Brendalle Belaza
From: Crossing Rubber, Philippines
Arrived in the UAE: 2007
Favourite place in Abu Dhabi: NYUAD campus
Favourite photography style: Street photography
Favourite book: Harry Potter
The five pillars of Islam
The biog
Favourite pet: cats. She has two: Eva and Bito
Favourite city: Cape Town, South Africa
Hobby: Running. "I like to think I’m artsy but I’m not".
Favourite move: Romantic comedies, specifically Return to me. "I cry every time".
Favourite spot in Abu Dhabi: Saadiyat beach
What vitamins do we know are beneficial for living in the UAE
Vitamin D: Highly relevant in the UAE due to limited sun exposure; supports bone health, immunity and mood.
Vitamin B12: Important for nerve health and energy production, especially for vegetarians, vegans and individuals with absorption issues.
Iron: Useful only when deficiency or anaemia is confirmed; helps reduce fatigue and support immunity.
Omega-3 (EPA/DHA): Supports heart health and reduces inflammation, especially for those who consume little fish.
COMPANY PROFILE
Name: Cofe
Year started: 2018
Based: UAE
Employees: 80-100
Amount raised: $13m
Investors: KISP ventures, Cedar Mundi, Towell Holding International, Takamul Capital, Dividend Gate Capital, Nizar AlNusif Sons Holding, Arab Investment Company and Al Imtiaz Investment Group