@vojtechClaude and other Large Language Models keep inventing facts because the system has nowhere to store a specific truth. Knowledge gets smeared across billions of weights instead of sitting in an addressable spot. Adding more parameters won't fix that structural flaw. An IEEE survey figure backs this up, showing why Knowledge Graphs offer a different path than just scaling LLMs.
View original postPhoto by @vojtech· Aug 19, 2026· Tech
The image is a screenshot of a research paper titled "Unifying Large Language Models and Knowledge Graphs: A Roadmap". The focus is on the title, authors, abstract, and an introductory section with a diagram. The mood is academic and informative. Visually notable elements include the paper's title, author list, abstract, and a diagram illustrating the pros and cons of Knowledge Graphs and Large Language Models. The diagram has text overlays indicating "Knowledge Graphs (KGs)" and "Large Language Models (LLMs)". The arXiv watermark "2306.08302v3 [cs.CL] 25 Jan 2024" is visible on the left side.
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POLSIA founder story strategy@vojtechClaude and other Large Language Models keep inventing facts because the system has nowhere to store a specific truth. Knowledge gets smeared across billions of weights instead of sitting in an addressable spot. Adding more parameters won't fix that structural flaw. An IEEE survey figure backs this up, showing why Knowledge Graphs offer a different path than just scaling LLMs.
View original postPhoto by @vojtech· Aug 19, 2026· Tech
The image is a screenshot of a research paper titled "Unifying Large Language Models and Knowledge Graphs: A Roadmap". The focus is on the title, authors, abstract, and an introductory section with a diagram. The mood is academic and informative. Visually notable elements include the paper's title, author list, abstract, and a diagram illustrating the pros and cons of Knowledge Graphs and Large Language Models. The diagram has text overlays indicating "Knowledge Graphs (KGs)" and "Large Language Models (LLMs)". The arXiv watermark "2306.08302v3 [cs.CL] 25 Jan 2024" is visible on the left side.
PC graphics settings guideKyle Sonlin live on tokenizationWaymo car police arrestLuke Rudkowski questions Jeff Bezos at jury duty2Data center e-waste projectionHermes local models one-click setup20 GrokBot Tips from poteto Founder Sessionmuseum exhibit cartoon4Nanchang drone show at Qiushui SquareAmelia SINDAZA CYIBARUMA FLORIEN reaction4Lenovo Yoga 7i specs and price4Lenovo ThinkBook 13s sale2026 Atlantic hurricane season forecastAI generates photo of a womanWalmart Tap to Pay CaliforniaBest Electronics Brands by CategoryVanessa financial constraintPOLSIA founder story strategy