Natural language processing
Can machine learning help predict recessions? Not really
Artificial intelligence models stumble on noisy data and lack of interpretability

Waters Wrap: As quantum’s skeptics grow in number, believers need better messaging
As you explore ways to use genAI, do you benefit from having ML and NLP experts on staff who have followed AI evolution for years? Anthony thinks that’s an important question when talking about quantum exploration.

Bloomberg deploys new chatbot tool to Terminal
The offering allows users to surface data and notifications from internal systems without ever having to leave Instant Bloomberg chatrooms.

The IMD Wrap: Talkin’ ’bout my generation
As a Gen-Xer, Max tells GenAI to get off his lawn—after it's mowed it, watered it and trimmed the shrubs so he can sit back and enjoy it.
The causal AI wave could be the next to hit
As LLMs and generative AI grab headlines, another AI subset is gaining ground—and it might solve what generative AI can’t.
S&P tests ‘ChatIQ’ genAI search tool in revamped CapIQ desktop
The new tool is the culmination of integrating recent acquisitions, including IHS Markit, ChartIQ and Kensho.
Inside look: How Big Tech is using generative AI to win over finance
Execs from Amazon, Google and IBM explain their capital markets strategy when it comes to rolling out new AI tools.
AI in sheep’s clothing? Wolfe Research develops finance chatbot
The bot is trained using financial and ESG data, but won’t replace humans—yet—says the firm.
Waters Wrap: Big Tech’s subtle plans for capital markets domination
Amazon, Google, IBM and Microsoft aren't just cloud providers anymore—and their tentacles are going to spread deep into trading systems going forward.
State of the tech: A half-year check-in with large language models
AI is having a moment, and data vendors and software providers are seizing on it. Some are building models in-house, while others are looking to third parties to power their strategies—but the focus is largely on productivity and faster data access…
Banks’ internal watchdogs bark back at ChatGPT
Generative AI has plenty of uses in finance, but banks must first overcome compliance headaches
Automation in fixed income: Sorting the bluster from the bleeding edge
Automation is gaining traction in fixed-income markets, but use cases are limited and progress is slow. Market participants must overcome some uniquely human problems before they fully embrace the machine.
Buy side demands better data aggregation for primary corporate bonds
With electronification and tech development increasing in fixed income, participants are looking for better data access in the primary market for corporate bonds.
From ChatGPT to BloombergGPT: In capital markets, who can make the most of large language models?
Capital markets are no strangers to hype machines. Among the buzz around generative AI, Nyela wonders who will be best suited to take advantage of the technology and deliver the right use cases to Wall Street.
Waters Wrap: Blockchain—let’s put the hammer back in the box
With the ASX Chess DLT failure and users ignoring DTCC’s DLT option for its Trade Information Warehouse, Anthony wonders what it will take for the industry to stop touting this buzzword for non-specialized needs.
BloombergGPT: Terminal giant enters the LLM race
Bloomberg has developed a large language model with the aim of improving its Terminal’s ability to provide sentiment, charting and search.
OK regulator? How AI became respectable for AML controls
Dutch court case pressures supervisors to accept new tech; explainability the key challenge
The haves and the ‘have bots’: can AI give vol forecasters an edge?
Quants at Acadian, Man Group, Northern Trust and PGIM are investigating the use of machine learning and natural language processing to improve volatility forecasts.
Waters Wrap: ChatGPT, data officers, and reaching new frontiers
As banks clamp down on large language models like ChatGPT, Anthony says that CDOs can help firms experiment with these chatbots while developing the proper governance structures.
MSCI’s multi-cloud strategy aims to provide a new window into investment data
The MSCI One platform already runs on Microsoft Azure, and MSCI is building a new investment data platform on Google Cloud to utilize the search giant's AI and NLP capabilities.
Large language models: Another AI wave has come—what could it bring?
Since the release of ChatGPT, excitement and hype have been abundant across industries for this form of generative AI. For capital markets, the wave of innovation that could result may be a few years away but it’s worth paying attention to—and being…
Waters Wrap: For data managers, the new problems are the same as the old
While much attention has been given to cloud, AI, blockchain and other buzzwords, without a proper data foundation, those tools will not deliver the results that have been promised.
Waters Wrap: ChatGPT and the next wave of AI evolution
As the December holiday break loomed, a new tool released by OpenAI had engineers, analysts, programmers and even writers like Anthony wondering what the future of their professions might hold.
Here’s what ML and NLP powered in capital markets in 2022
As machine learning and natural language processing continue to spread across the industry, WatersTechnology highlights stories from 2022 that feature new use cases.