Comparative Analysis of GraphRAG and RAG

Comparative Analysis of GraphRAG and RAG

Source: DeepHub IMBA This article is about 1600 words long and is recommended to be read in 5 minutes. Retrieval-Augmented Generation is a technical approach aimed at enhancing the performance of large language models. Overview of Retrieval-Augmented Generation (RAG) Technology Retrieval-Augmented Generation (RAG) is a technical method aimed at enhancing the performance of Large Language … Read more

Beginner Friendly: What Are Large Language Models and RAG?

Beginner Friendly: What Are Large Language Models and RAG?

What Are Large Language Models (LLM) Large Language Models (LLM), also known as large language models, are a type of artificial intelligence model designed to understand and generate human language. The LLMs we commonly refer to typically contain hundreds of billions (or more) parameters and are trained on massive amounts of text data, allowing them … Read more

Beyond GPT-4! A Complete Guide to the Powerful Model Claude 3

Beyond GPT-4! A Complete Guide to the Powerful Model Claude 3

Follow and star “AIGC Developer“ Delivered daily at 08:45 Recently, Anthropic released shocking news: the new Claude 3 family has arrived! It is said that the strongest version, Claude 3 Opus, has surpassed all large models, including GPT-4, in reasoning, mathematics, coding, multilingual understanding, and vision, demonstrating near-human understanding capabilities. Claude 3 is a large … Read more

Prospects For Large Language Models In The Era Of AGI

Author: Wang Yurun This article is about 5000 words long and suggests a reading time of 10 minutes. The goal of AGI has always been the ultimate vision of artificial intelligence research. 1. What is AGI AGI (Artificial General Intelligence) refers to an artificial intelligence system that can exhibit a wide and flexible range of … Read more

Building Instruction-Based Intelligent Agents: Insights from Transformer

Building Instruction-Based Intelligent Agents: Insights from Transformer

Source | The Robot Brains Podcast Translation | Xu Jiayu, Jia Chuan, Yang TingIn 2017, Google released the paper “Attention Is All You Need,” which proposed the Transformer architecture. This has become one of the most influential technological innovations in the field of neural networks over the past decade and has been widely applied in … Read more

Can Transformers Plan for Future Tokens?

Can Transformers Plan for Future Tokens?

Do language models plan for future tokens? This paper provides the answer. “Don’t let Yann LeCun see this.” Yann LeCun said it’s too late; he has already seen it. Today, we will introduce a paper that “LeCun must see,” exploring the question: Is the Transformer a far-sighted language model? When it performs inference at a … Read more

Research on the Construction and Application of Teaching Intelligent Agents Based on Large Models

Research on the Construction and Application of Teaching Intelligent Agents Based on Large Models

1. Introduction With the rapid evolution of generative artificial intelligence, multimodal large models are increasingly demonstrating their advantages in multimodal content understanding and generation. The multimodal large model (hereinafter referred to as “large model”) refers to artificial intelligence models capable of processing and understanding various modal data inputs such as text, images, audio, and video. … Read more

Emergence of Social Norms in Multi-Agent Systems

Emergence of Social Norms in Multi-Agent Systems

Introduction How can agents be endowed with the ability to comply with social norms and allow social norms to spontaneously emerge in AI societies? Recently, a team led by Professor Wang Zhen from Northwestern Polytechnical University and researcher Hu Shuyue from the Shanghai Artificial Intelligence Laboratory proposed the first normative framework for multi-agent systems based … Read more

Build AI Agents From Scratch: A Beginner’s Guide

Build AI Agents From Scratch: A Beginner's Guide

What Exactly Is an AI Agent?How Is It Different from ChatGPT? An AI agent, in English, is referred to as AI Agent, where “Agent” means proxy. AI Agent = AI Large Model (LLM) + Planning + Memory + Tools, which includes these components. Everyone should have heard of large models, so I won’t go into … Read more

AI Reshaping Scientific Research: New Tools Emerge, But Can They Reach True Science?

AI Reshaping Scientific Research: New Tools Emerge, But Can They Reach True Science?

Image Source: Pixabay Compiled by丨Zhao Weijie (NSR Editorial Department) ●  ●  ● Artificial Intelligence (AI) tools are changing the way scientific research is conducted. AlphaFold has essentially solved the problem of protein structure prediction; DeepMD has significantly improved the efficiency and accuracy of molecular simulations; and emerging large language models, such as ChatGPT, are also … Read more