Author: Gu Yuxuan, Harbin Institute of Technology (SCIR) References NAACL 2019 “Attention is Not Explanation” ACL 2019 “Is Attention Interpretable?” EMNLP 2019 “Attention is Not Not Explanation” This article will explore the interpretability of the attention mechanism. Introduction Since Bahdanau introduced Attention as soft alignment in neural machine translation in 2014, a large amount of … Read more
Source: Harbin Institute of Technology SCIR This article is approximately 9300 words long and is recommended for a reading time of 10+ minutes. This article will discuss the interpretability of the attention mechanism. Introduction Since Bahdanau introduced Attention as soft alignment in neural machine translation in 2014, a large number of natural language processing works … Read more
Introduction to Image Recognition and Natural Language Processing with PHP Artificial Intelligence (AI) is an important area of current technological development, and PHP, as a popular server-side programming language, can also be involved in some AI applications. This article will introduce how to use PHP to implement simple image recognition and natural language processing (NLP), … Read more
Excerpt from Awni Translation by Machine Heart Contributors:Nurhachu Null,Lu Xue Since the application of deep learning in the field of speech recognition, the word error rate has significantly decreased. However, speech recognition has not yet reached human-level performance and still faces multiple unresolved issues. This article discusses various aspects of the unresolved problems in speech … Read more
MLNLP community is a well-known machine learning and natural language processing community both domestically and internationally, covering NLP graduate students, university professors, and corporate researchers. The vision of the community is to promote communication and progress between the academic and industrial circles of natural language processing and machine learning, especially for the advancement of beginners. … Read more
LangGraph is an innovative Graph Neural Network (GNN) technology designed to address the complex relationship modeling challenges in Natural Language Processing (NLP) tasks. Traditional NLP models often treat text data as linear sequences, overlooking the intricate relationships between entities within the text. In contrast, LangGraph constructs a graph structure to represent the entities and their … Read more
Beginner’s Guide: The Easiest Claude Assistant Tutorial! Today, I want to discuss the Claude AI assistant with everyone, helping you thoroughly understand what Claude really is. When it comes to knowing and effectively using Claude, I have summarized a 3+2 model, which consists of 3 foundational understandings and 2 advanced applications. This model is based … Read more
The wave of artificial intelligence is surging, and AI Agents are like the intelligent helmsmen of the future, guiding the course of technological innovation. They are no longer simple lines of code but intelligent entities capable of autonomous learning, decision-making, and task execution. They exhibit intelligence that surpasses conventional norms in perception, decision-making, and execution, … Read more
In today’s rapidly advancing technological era, the term “intelligent agent” has gradually entered the public eye, becoming a hot topic of discussion. So, what exactly is an intelligent agent? An intelligent agent, known in English as an AI Agent, is a system that mimics human intelligent behavior. It is like a “smart brain” with rich … Read more
Welcome to the 22nd session of the Demystifying AI course! Today, we will explore the mysteries of AI Agents, understanding their development history, core capabilities, and future trends. AI Agents, also known as intelligent agents, are gradually changing the way we live and work. Let’s take a look at how they work! 1. Development History … Read more