Welcome to the special winter vacation column “High-Tech Lessons for Kids” launched by Science Popularization China! Artificial intelligence, as one of today’s cutting-edge technologies, is changing our lives at an astonishing pace. From smart voice assistants to self-driving cars, from AI painting to machine learning, it opens up a future full of infinite possibilities. This … Read more
Source: TsinghuaNLP, Deep Learning Natural Language Processing This article is about 2400 words long and is recommended to be read in 5 minutes. This article uses a knowledge base to expand and improve label words, achieving better text classification results. Background Using Prompt Learning for text classification tasks is an emerging method that leverages pre-trained … Read more
Reprinted from | RUC AI Box Author｜Gong Zheng Institution｜Renmin University of China Research Direction｜Natural Language Processing 0 Introduction In recent years, with the development of pre-training technology, models have achieved excellent performance in most natural language processing tasks by pre-training on massive text corpora. However, it seems that models with relatively small parameter counts still … Read more
AI Popular Science 10 How Expert Systems Work Let’s Learn New Knowledge Together In various fields of our lives, experts help us solve various professional problems, such as medical experts, educational experts, computer experts, etc. With the development of artificial intelligence technology, can we use computers to provide expert consulting services? Next, let’s take a … Read more
In the blink of an eye, 2024 is nearing its end. This year, the “Huawei Expert Live Room” has successfully held 7 live broadcasts, sharing Huawei’s experience in industry digital transformation, covering construction, steel, non-ferrous metals, smelting, transportation, oil and gas, and continuously shaping the brand image of “digital transformation partners”. Recently, some friends commented … Read more
Have you ever been troubled by these questions? Searching through a cluttered computer hard drive for an assignment you saved, clearly remembering the general content, but unable to find it by name because the file name has little to do with the content; or when writing a paper, you remember a piece of literature supporting … Read more
The path to implementing AI is guided by cloud vendors. Nowadays, generative AI is experiencing explosive growth, with increasingly rich and diverse applications in artificial intelligence, such as text generation, image generation, knowledge Q&A, product design, and more innovations emerging continuously. However, the question arises: how can we better promote the implementation of generative AI … Read more
Last time, I published an article titled “Building Your Own Simple Knowledge Base with Ollama,” and I found that many users encountered various issues during usage. I also faced similar problems. Particularly, after importing an article into the MaxKB knowledge base and asking questions within the application, the answers were completely off-topic and did not … Read more
I. Introduction A personal knowledge base is a repository of personal learning, experiences, and observations that can assist individuals in decision-making, problem-solving, and creativity. Imagine it as a personal library that stores all important books (or articles, notes, or ideas). A personal knowledge base can include: key concepts, summaries of research papers or articles, notes … Read more
Is there a difference between LLM large models and embedding large models in the knowledge base domain? Why is it necessary to set up a separate embedding large model in the RAG field? In the field of artificial intelligence, large language models (LLMs) and embedding models are two key technologies in natural language processing (NLP), … Read more