On November 1, 2024, Beijing time, OpenAI ChatGPT officially launched its AI search feature. What Is AI Search? Usually, we use search engines like Baidu and Google to find information, but obtaining useful answers this way can require a lot of effort: we often need to conduct multiple searches and sift through numerous links to … Read more
1. AI’s Rapid Development Review New quality productivity is driven by the deep application of new technologies, thereby constructing a new type of social production relationship and system. In the 2024 government work report, the development of new quality productivity ranks first among the government’s ten major tasks. As an important driving force for new … Read more
1. What Is an AI Agent? An AI Agent refers to a system or program that can automatically perform tasks for users or other systems by setting workflows and utilizing existing tools to accomplish these tasks. The functions of an AI Agent are not limited to natural language processing, but also include decision-making, problem-solving, interaction … Read more
Machine Heart Release Author: Tony, Researcher at Zhuiyi Technology AI Lab Everyone knows that language models like BERT have been widely used in natural language processing. However, a question sometimes arises: do these language models truly understand language? Experts and scholars have different opinions on this. The author of this article elaborates on this topic … Read more
Write high-quality prompts to let AI generate stunning text and images. —— This is the problem that prompt engineers, who are still in high demand with annual salaries reaching millions, are solving. In the era of large language models, numerous mind-blowing artworks and impressive copywriting are emerging, created not by traditionally defined artists or writers, … Read more
This article mainly introduces prompt design, supervised fine-tuning of large language models (SFT), and the application of LLM in the mobile Tmall AI shopping assistant project. Basic Principles of ChatGPT “Speaking AI”, “Agent” In summary, it can be broken down into the following steps: Preprocess text: The input text for ChatGPT needs to be preprocessed. … Read more
Abbreviation Explanation: task column CR: Commonsense Reasoning QA: Question Answering SUM: Summarization MT: Machine Translation LCP: Linguistic Capacity Probing GCG: General Conditional Generation CKM: Commonsense Knowledge Mining FP: Fact Probing TC: Text Classification MR: Mathematical Reasoning SR: Symbolic Reasoning AR: Analogical Reasoning Theory: Theoretical Analysis IE: Information Extraction D2T: Data-to-text TAG: Sequence Tagging SEMP: Semantic … Read more
Paper Link:https://arxiv.org/pdf/2412.15115 Github Code: https://github.com/QwenLM/Qwen2.5 The technical report of the Qwen2.5 series large language model launched by Alibaba Cloud has been released, covering improvements in model architecture, pre-training, post-training, evaluation, and more. Today, we will provide a simple interpretation. Summary: 1. Core Insights 1.1. Model Improvements ● Architecture and Tokenizer: The Qwen2.5 series includes dense … Read more
Introduction The development of large language models (LLMs) is advancing rapidly, with each major update potentially bringing significant improvements in performance and extending application scenarios. In this context, the latest Qwen2.5 series models released by Alibaba have garnered widespread attention. This technical report provides a detailed overview of the development process, innovations, and performance of … Read more
This Article Overview: 1. Background Knowledge Word2Vec is a type of language model that learns semantic knowledge from a large amount of text data in an unsupervised manner, and is widely used in natural language processing. Word2Vec is a tool for generating word vectors, and word vectors are closely related to language models. Therefore, we … Read more