Multi-Step Reasoning

Understanding the Paper: Agentic Reasoning in Deep Research

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Understanding the Paper: Agentic Reasoning in Deep Research

The paper presents a new reasoning framework—Agentic Reasoning, aimed at enhancing the reasoning capabilities of large language models (LLMs) by integrating external tools. This framework improves the model’s performance in logical consistency, factual accuracy, and deep research ability through structured memory (mind maps), web searches, and computational analysis. The experimental results show that Agentic Reasoning … Read more

Professor Cai Jun Discusses the Story Behind STEP

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Professor Cai Jun Discusses the Story Behind STEP

42 clinical centers participated, over 8,500 elderly hypertensive patients enrolled within 1 year, with a loss to follow-up rate of only 2%…… Behind these numbers, how did the STEP researchers ensure uniformity across clinical centers, how did they coordinate, and how were they able to still achieve NEJM publication after similar blood pressure studies like … Read more

Learning Open CASCADE: Reading and Displaying STEP Files

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Learning Open CASCADE: Reading and Displaying STEP Files

Click the above“Mechanical and Electronic Engineering Technology” to follow us STEP files are 3D model data exchange files created based on the ISO 10303 standard, also known as the Standard Exchange of Product data model. This file format is designed to provide a neutral mechanism that is independent of specific systems for the exchange and … Read more

Learning Open CASCADE: Reading STEP Model Files into XDE

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Learning Open CASCADE: Reading STEP Model Files into XDE

Click the above “Mechanical and Electronic Engineering Technology” to follow us 1. Introduction to XDE Component The XDE (Extended Data Exchange) component of Open CASCADE is a key tool that allows users to extend the range of data exchange by converting additional data attached to geometric BREP (Boundary Representation) data, thus enhancing interoperability with external … Read more

Tips for Exporting STEP Models with 3D Annotations

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Tips for Exporting STEP Models with 3D Annotations

As shown in the figure below, when you have the M3D (3D Master Designer) role package, first activate 3dshape, then switch to the 3D Tolerancing & Annotation module. Users can then add 3D annotations to the model. The generated annotation objects will be stored in a specific annotation set collection. Click the expansion arrow in … Read more

Why The STEP Growth Model Can Help New Consumer Brands

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Why The STEP Growth Model Can Help New Consumer Brands

Written by: EW | Zhang Mu (Beijing) Reviewed by: EW | Yue Hong (Shanghai) Supported by: East-West Consumer Group Introduction New consumer brands are developing rapidly, but the industry competition is also fierce. On one hand, many leading brands have emerged in the new consumer sector in recent years. Yuanqi Forest achieved over 10 billion … Read more

Agentic RAG: The Upgraded Version of RAG

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Agentic RAG: The Upgraded Version of RAG

In recent years, the technology of Retrieval-Augmented Generation (RAG) has gained significant attention in the field of artificial intelligence. However, as demands have become more complex, traditional RAG has shown limitations in handling multi-step reasoning and external tool calls. To address this, Agentic RAG has emerged as an upgraded version of RAG, showcasing more powerful … Read more