Discussion on Absolute, Relative, and Rotational Position Encoding in Transformers

Discussion on Absolute, Relative, and Rotational Position Encoding in Transformers

Click the card below to follow the “AI Frontier Express” public account Various important resources delivered promptly Reprinted from Zhihu: Yao Yuan Link: https://zhuanlan.zhihu.com/p/17311602488 1. Introduction The attention mechanism in Transformer [1] can effectively model the correlations between tokens, achieving significant performance improvements in many tasks. However, the attention mechanism itself does not have the … Read more

Where Does the Context Learning Ability of Transformers Come From?

Where Does the Context Learning Ability of Transformers Come From?

Machine Heart reports Machine Heart Editorial Department With a theoretical foundation, we can perform deep optimization. Why is the performance of transformers so good? Where does the context learning (In-Context Learning) ability it brings to many large language models come from? In the field of artificial intelligence, transformers have become the dominant model in deep … Read more

Overview of Transformer Privacy Inference Technology

Overview of Transformer Privacy Inference Technology

Overview of Transformer Privacy Inference Technology 1. Introduction The Transformer model, especially large language models (LLMs) based on Transformers, has made significant progress in the field of artificial intelligence in recent years. The emergence of applications such as ChatGPT and Bing has made the capabilities of these models known and utilized by the public. These … Read more

Can Transformers Think Ahead?

Can Transformers Think Ahead?

Machine Heart reports Machine Heart Editorial Team Do language models plan for future tokens? This paper gives you the answer. “Don’t let Yann LeCun see this.” Yann LeCun said it was too late; he has already seen it. Today, we introduce the paper that “LeCun insists on seeing,” which explores the question: Is the Transformer … Read more

GPT4All: Run AI Chat Models Locally

GPT4All: Run AI Chat Models Locally

1. Quick Start: Run AI on Your Computer Want your own AI assistant without spending money? GPT4All lets you run powerful AI models locally! No internet needed, no privacy concerns, just like having a personal AI assistant! from gpt4all import GPT4All def quick_chat(): # Initialize the model (will automatically download on first use) model = … Read more

Harnessing AI to Discover Original Content Value

Harnessing AI to Discover Original Content Value

Hello everyone, I am @Cellinlab, 🧚♂️ INFP to ENFJ | 💻 Independent Developer |🎙️ Podcast ‘Napping Until Dawn’ | 🤖 AGI Arrival Faction. Currently operating the ‘Nest-Level Individuals’ co-creation community, vision: to let more people see, believe, and become independent workers through a wealth of freelancer cases and methods, becoming super individuals 🦸♂️. With the … Read more

Microsoft’s Official Guide to Advanced Prompt Engineering

Microsoft's Official Guide to Advanced Prompt Engineering

Selected from Microsoft Blog Translated by Machine Heart Machine Heart Editorial Team With large models available, the next step is to design the Prompt. In recent months, large models like ChatGPT and GPT-4 have been released. These models exhibit powerful emergent capabilities, but the results generated by the models can be random, varying in quality, … Read more

How to Generate Engaging Micro Headlines Using AI Prompts

How to Generate Engaging Micro Headlines Using AI Prompts

Hey friends! Have you ever posted content on micro headlines, only to receive few likes and comments? I have had that experience, feeling like my carefully crafted work just sank without a trace. However, ever since I started using AI prompts to assist in creation, things have changed significantly! Today, let’s chat about how to … Read more

Prompt Engineering Guide: Essential Skills for AI

Prompt Engineering Guide: Essential Skills for AI

❝ In today’s rapidly advancing world of artificial intelligence, mastering a new skill has become a necessary path for every knowledge seeker. ❞ With the widespread adoption and deepening application of artificial intelligence, prompt engineering is becoming a focal point in the industry. This field is dedicated to optimizing interactions with large language models (LLMs) … Read more

Easily Generate Viral Micro Articles with AI Prompts

Easily Generate Viral Micro Articles with AI Prompts

Have you ever thought that writing a viral micro article is as simple as magic? As long as you use the right AI prompt, you can easily achieve it! Today, let’s unveil this magical veil. What is AI’s Magical Brush? AI is like a little elf with super intelligence, living in our computers or phones. … Read more