**全新机器学习范式亮相：言语化机器学习（VML）引领变革**
在科技前沿领域，机器学习正在经历一场革命性的变革。近日，一种全新的机器学习范式——基于大语言模型的言语化机器学习（Verbalized Machine Learning，简称VML）引起了行业内外的广泛关注。这一新技术突破了传统数值运算的束缚，实现了纯靠“嘴炮”也能机器学习的新时代。
据悉，这种全新的机器学习范式源于自然语言处理技术的突破。不同于以往的机器学习需要复杂的数值运算和编程知识，VML将日常语言融入机器学习的核心。它通过捕捉语言的深层含义和逻辑结构，让机器能够直接从人类的语言中学习知识和技能。这种新方法不仅降低了机器学习的门槛，还大大提高了模型的解释性。
最新研究显示，Verbalized Machine Learning在回归和分类任务上表现出惊人的效果。业内人士认为，这一技术的出现将极大地推动机器学习在各行各业的普及和应用，尤其是在自然语言处理、智能助手等领域具有巨大的潜力。同时，它也可能改变人们与机器交互的方式，使得人机交互更加自然流畅。随着研究的深入，言语化机器学习或将引领下一轮的技术革命浪潮。
英语如下：
News Title: The Verbalized Machine Learning Revolution: Machine Learning Without Numerical Calculation!
Keywords: 1. New paradigm of machine learning
News Content: **Brand-new Machine Learning Paradigm Emerges: Verbalized Machine Learning (VML) Leads the Change**
In the frontier of technology, machine learning is undergoing a revolutionary change. Recently, a brand-new paradigm of machine learning – Verbalized Machine Learning (VML) based on large language models has attracted widespread attention in the industry. This new technology has broken the shackles of traditional numerical calculation, and ushered in a new era of “word-based” machine learning.
It is reported that this brand-new paradigm of machine learning stems from breakthroughs in natural language processing technology. Different from the previous machine learning that required complex numerical calculations and programming knowledge, VML integrates daily language into the core of machine learning. By capturing the deep meaning and logical structure of language, it enables machines to learn knowledge and skills directly from human language. This new method not only lowers the threshold of machine learning, but also greatly improves the interpretability of models.
The latest research shows that Verbalized Machine Learning has shown amazing results in regression and classification tasks. Industry insiders believe that the emergence of this technology will greatly promote the popularization and application of machine learning in various industries, especially in the fields of natural language processing and intelligent assistants. At the same time, it may also change the way people interact with machines, making human-machine interaction more natural and smooth. With further research, Verbalized Machine Learning may lead the next wave of technological revolution.
【来源】https://www.jiqizhixin.com/articles/2024-06-21-6
Views: 3