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Samsung Electronics Acquires Knowledge Graph Technology Startup Oxford Semantic Technologies

Samsung Electronics (CEO Jong-hee Han) announced on the 18th that it has signed a contract to accumulate Oxford Semantic Technologies, a British startup with knowledge graph technology. Oxford Semantic Technologies is a startup co-founded in...

Power of Graph RAG: The Way forward for Intelligent Search

Because the world becomes increasingly data-driven, the demand for accurate and efficient search technologies has never been higher. Traditional search engines like google and yahoo, while powerful, often struggle to fulfill the complex and...

Structure and Relationships: Graph Neural Networks and a Pytorch Implementation

Let’s implement a regression example where the aim is to coach a network to predict the worth of a node given the worth of all other nodes i.e. each node has a single feature...

Graph Theory to Harmonize Model Integration

Optimising multi-model collaboration with graph-based orchestrationUsing graph theory has transformed the standard linear approaches to orchestrating AI models by providing a symphony of collaboration between diverse models.Frameworks like Intelli translate your workflow right into...

Achieving Structured Reasoning with LLMs in Chaotic Contexts with Thread of Thought Prompting and Parallel Knowledge Graph Retrieval

Large language models (LLMs) demonstrated impressive few-shot learning capabilities, rapidly adapting to latest tasks with only a handful of examples.Nonetheless, despite their advances, LLMs still face limitations in complex reasoning involving chaotic contexts overloaded...

Unlocking the Power of Big Data: The Fascinating World of Graph Learning

Harnessing Deep Learning to Transform Untapped Data right into a Strategic Asset for Long-Term Competitiveness.Our goal was to predict business data based on physical data (and we did it). I'm pleased to tell you...

Find out how to Convert Any Text Right into a Graph of Concepts

In case you were to ask GPT, find out how to create a graph of information from a given text? it could suggest a process just like the following.Extract concepts and entities from the...

Roman Numeral Evaluation with Graph Neural Networks

An Introductory GuideIn this text, I would love to elucidate my journey in developing a model for automatic harmonic evaluation. Personally, I'm curious about understanding music deeply. Questions like: “Why are things structured the...

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