Data science
fromTheregister
23 hours agoLLMs fuel new generation of natural language query systems
Text-to-SQL tools may simplify data queries but can misinterpret business users' intentions, raising caution for organizations.
Agentic AI systems are designed to interpret user requests, select the appropriate models or tools, evaluate intermediate outputs, and refine their decisions over multiple steps. This iterative reasoning loop enhances the segmentation process significantly.
Buyers no longer open ten tabs, skim through blog posts, and slowly form an opinion over weeks. Instead, they ask a single question to an AI system and receive a shortlist in return, usually two or three companies that feel familiar, credible, and safe enough to justify internally. That shortlist often becomes the entire market in the buyer's mind.
In an age where we are all drowning in electronic communication, handwritten notes really stand out. The company's website brags that its robo-scrawl is virtually indistinguishable from human writing, produced with unmatched speed, quality, and realism through a large language model that generates content and a proprietary robot that inks it onto stationary.
By comparing how AI models and humans map these words to numerical percentages, we uncovered significant gaps between humans and large language models. While the models do tend to agree with humans on extremes like 'impossible,' they diverge sharply on hedge words like 'maybe.' For example, a model might use the word 'likely' to represent an 80% probability, while a human reader assumes it means closer to 65%.
OpenAI is updating ChatGPT's deep research tool with a full-screen viewer that you can use to scroll through and navigate to specific areas of its AI-generated reports. As shown in a video shared by OpenAI, the built-in viewer allows you to open ChatGPT's reports in a window separate from your chat, while showing a table of contents on the left side of the screen, and a list of sources on the right.
Google Search's AI makeover continues. The company said that, starting today, mobile users will be able to ask follow-up questions to AI Overviews, Google's AI-generated search summaries. Doing so will launch users into a back-and-forth with AI Mode, its more conversational take on search that already lives in a separate tab on the search page. After Google's AI Overviews awkwardly stumbled out the gate in 2024 ( pizza glue, anyone?) they've gradually become a staple of the Search experience.
It's no secret that businesses are increasingly concerned about artificial intelligence (AI) privacy and escalating subscription costs. Many entrepreneurs find themselves locked into expensive monthly AI services while worrying about where their sensitive business data ends up. Pansophy is an AI desktop assistant that offers a different approach entirely, and a lifetime subscription is available now for only $59.97 (reg. $199).