Will OpenAI O3 Hit a Wall on the AGI Path?

Will OpenAI O3 Hit a Wall on the AGI Path?

Click Follow us by clicking the blue text above Cover image: Unlike the extension law during the pre-training phase, the performance test data for O3 shows the plasticity of model inference behavior in the post-training phase. “ 𝕀²·ℙarad𝕚g𝕞 Intelligent Square Paradigm Research: Writing Deconstructive Intelligence。 O3 is OpenAI’s L2 stage AGI product, the LLM inference … Read more

Anker’s Yang Meng Discusses GPU, Transformers, and the Future of Robotics

Anker's Yang Meng Discusses GPU, Transformers, and the Future of Robotics

How does Anker, which focuses on robotics, view the future of large models and general-purpose robots? Anker is often seen by the Chinese public as a power bank company, but in fact, power bank revenue accounts for less than 10% of their income. In 2022, Anker generated $2 billion in revenue, achieving top-tier status in … Read more

Unlocking Effective Combination of CNN and Transformer: ByteDance Proposes Next-Gen Visual Transformer

Unlocking Effective Combination of CNN and Transformer: ByteDance Proposes Next-Gen Visual Transformer

Reported by Machine Heart Machine Heart Editorial Department Researchers from ByteDance have proposed a next-generation visual Transformer, Next-ViT, which can be effectively deployed in real industrial scenarios. Next-ViT can infer quickly like a CNN while maintaining the powerful performance of a ViT. Due to the complex attention mechanisms and model designs, most existing visual Transformers … Read more

New Architecture Surpasses Transformer? CMU and Princeton Launch with 5x Inference Speed Boost and Performance Optimization

New Architecture Surpasses Transformer? CMU and Princeton Launch with 5x Inference Speed Boost and Performance Optimization

Big Data Digest Authorized Reprint from Leading Technology Author丨Congerry Transformer Challenged! In June 2017, eight Google researchers published a groundbreaking paper titled “Attention is All You Need”. It is called groundbreaking because this paper proposed a new neural network architecture – the Transformer, which opened a new era of generative artificial intelligence and large models. … Read more

Who Will Replace Transformer?

Who Will Replace Transformer?

The common challenge faced by non-Transformer architectures is still to prove how high their ceiling can be. Author: Zhang Jin Editor: Chen Caixian The paper “Attention Is All You Need” published by Google in 2017 has become a bible for artificial intelligence today, and the global AI boom can be directly traced back to the … Read more

Higher Order Transformers Enhance Stock Movement Prediction

Higher Order Transformers Enhance Stock Movement Prediction

Source: Time Series Research This article is approximately 2800 words long and is recommended for a 5-minute read. This article proposes a higher-order Transformer architecture specifically designed to handle multimodal stock data for predicting stock movements. For investors and traders, predicting stock movements in the financial market is crucial as it enables them to make … Read more

The GPT Legacy: Tracing the Transformer Family Tree

The GPT Legacy: Tracing the Transformer Family Tree

The Analyst Network of Machine Heart Author:Wang Zijia Editor: H4O This article introduces the Transformer family. Recently, the arms race of large language models has dominated much of the discussions among friends, with many articles exploring what these models can do and their commercial value. However, as a small researcher immersed in the field of … Read more

How GPT Utilizes Mathematical Techniques to Understand Language

How GPT Utilizes Mathematical Techniques to Understand Language

Click the “blue words” above Follow us! Have you ever wondered why chatbots can understand your questions and provide accurate answers? How do they write fluent articles, translate foreign languages, and even summarize complex content? Imagine you’re sitting in front of a machine, typing a few words, and this machine acts like a magician, quickly … Read more

The Miraculous Achievements of GPT-4: Vision and Persistence

The Miraculous Achievements of GPT-4: Vision and Persistence

Hello everyone, my name is Wang Ziyou, a friend of Hugo. My master’s degree at Stanford and my current entrepreneurial direction in China are both related to artificial intelligence. Recently, AI large models represented by ChatGPT have sparked a lot of discussions in China, and the venture capital sector has shown a vibrant scene, which … Read more

Initial Trial of Jarvis PC Version – Zhipu CogAgent ‘Niu Niu’

Initial Trial of Jarvis PC Version - Zhipu CogAgent 'Niu Niu'

Introduction Everyone is probably very familiar with Iron Man’s intelligent assistant “Jarvis”. Recently, Zhipu released the PC version of “Jarvis” – the brave “Niu Niu” (official name: GLM-PC, nickname: Niu Niu, which is a cool name). It is not a dialogue tool, not a coding assistant, and not RPA, but a tool based on visual … Read more