Exploring Attention as Square Complexity RNN

Exploring Attention as Square Complexity RNN

This article is approximately 3900 words long and is recommended for an 8-minute read. In this article, we demonstrate that Causal Attention can be rewritten in the form of an RNN. In recent years, RNNs have rekindled interest among researchers and users due to their linear training and inference efficiency, hinting at a “Renaissance” in … Read more

Building a Complete Chinese Speech Recognition System

Building a Complete Chinese Speech Recognition System

Introduction This article builds a complete Chinese speech recognition system, including acoustic models and language models, capable of recognizing input audio signals as Chinese characters. The system implements acoustic model and language model modeling in speech recognition based on deep frameworks, where the acoustic models include CNN-CTC, GRU-CTC, CNN-RNN-CTC, and the language models include transformer … Read more

Understanding Speech Recognition: Key Concepts and Resources

Understanding Speech Recognition: Key Concepts and Resources

1. Introduction On June 27, the authoritative technology magazine “MIT Technology Review” announced the list of the 50 smartest companies in the world for 2017. iFlytek ranked first in China and sixth globally. The companies ahead of iFlytek are: NVIDIA, SpaceX, Amazon, 23andMe, and Alphabet. “MIT Technology Review” stated that “iFlytek’s voice assistant is the … Read more

Advanced Guide to AI Tool “Wenxin Yiyan” Applications

Advanced Guide to AI Tool "Wenxin Yiyan" Applications

(Scan the QR code at the bottom of this page to learn more about the course) When it comes to Wenxin Yiyan, everyone is likely familiar with it. Developed by Baidu, Wenxin Yiyan is an advanced AI language model that can accurately continue the context, engage in smooth conversations, answer questions, or complete tasks based … Read more

How Advanced Is Baidu’s Wenxin Yiyan AI?

How Advanced Is Baidu's Wenxin Yiyan AI?

The development and training of large language models is extremely challenging, and training Chinese large language models is even more difficult due to various reasons. On one hand, the proportion of Chinese information on the global internet is relatively small. In systematic knowledge such as academic papers and specialized websites across various industries, the proportion … Read more

AIGC Tool: Wenxin Yiyan Overview

AIGC Tool: Wenxin Yiyan Overview

AIGC (Artificial Intelligence Generative Content) refers to content that is automatically created and generated by AI. It represents a revolutionary innovation—using advanced artificial intelligence technology to automatically create and generate a wide variety of content. When AI receives task instructions given by humans, it can cleverly interpret and process them into our natural language, and … Read more

The Most Powerful Open Source Large Language Model to Date

The Most Powerful Open Source Large Language Model to Date

Introduction LLaMA is a large language model released by Meta AI in February 2023. As the first model in this series, LLaMA is a pure base language model designed to provide an open and efficient platform for general language understanding and generation. There are four versions available: 7B, 13B, 33B, and 65B (65 billion). Regarding … Read more

FaaF: A Custom Fact Recall Evaluation Framework for RAG Systems

FaaF: A Custom Fact Recall Evaluation Framework for RAG Systems

Source: DeepHub IMBA This article is about 1000 words long and is recommended to read in 5 minutes. When real information exceeds a few words, the chance of exact matching becomes too slim. In RAG systems, actual fact recall evaluation may face the following issues: There has not been much attention paid to automatically verifying … Read more

ChatGPT Development History, Principles, Technical Architecture, and Future

ChatGPT Development History, Principles, Technical Architecture, and Future

Source: Chen Wei Talks on Chips, This article will introduce the characteristics, functions, technical architecture, limitations, industrial applications, investment opportunities, and future of ChatGPT. Author: Dr. Chen Wei, the author previously served as the chief scientist of a Huawei-affiliated natural language processing (NLP) company. Integrated storage/computing/GPU architecture and AI expert, senior title. Expert in the … Read more

The Complexity of GPT-3 and Its Distance from the Technological Singularity

The Complexity of GPT-3 and Its Distance from the Technological Singularity

The Most Complex Artificial Intelligence Super AI GPT-3 is destined to be one of the most important breakthroughs in the field of artificial intelligence in 2020. It is currently the most complex artificial intelligence language model in the world, developed by the renowned artificial intelligence open platform OpenAI. How complex is GPT-3? Technically, the most … Read more