Click the “MLNLP” above and select the “Star” public account Important content, delivered as soon as possible Editor: Yi Zhen https://www.zhihu.com/question/349474623 This article is for academic sharing only; if there is any infringement, it will be deleted. Reports on machine learning algorithms and natural language processing How to Incorporate Attention Mechanism in NLP? Author: Yi … Read more
Introduction The left side of the figure below shows the traditional Seq2Seq model (which encodes a sequence and then decodes it back into a sequence). This is a conventional LSTM-based model, where the hidden state at a given timestamp in the Decoder only depends on the current timestamp’s hidden state and the output from the … Read more
Continuing from the last time: Attention Mechanism Series 1 – Why Introduce Attention Mechanism First, let’s talk about the role of the attention mechanism: It allows the model to dynamically focus on and process any part of the entire input sequence, without being limited by a fixed window size. This way, the model can selectively … Read more
Attention Mechanisms have become the foundational architecture for model design; it’s almost a given that a good model should incorporate some form of attention. This article summarizes the current state of Attention Mechanisms by introducing 17 mainstream types of attention mechanisms, explaining their basic principles and computational methods, and providing their sources along with corresponding … Read more
Click the “MLNLP” above to select the “Star” public account Heavy-duty content delivered promptly 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 … Read more
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
Follow the public account “ML_NLP“ Set as “Starred“, delivering heavy content promptly! Produced by Machine Learning Algorithms and Natural Language Processing Original Column Author: Don.hub Organization | JD Algorithm Engineer School | Imperial College London Outline Intuition Analysis Pros Cons From Seq2Seq To Attention Model Seq2Seq is important, but its drawbacks are also evident Attention … Read more
Follow our WeChat public account “ML_NLP“ Set as “Starred“, delivering heavy content to you first! Source | Zhihu Address | https://zhuanlan.zhihu.com/p/339123850 Author | Ma Dong Shen Me Editor | Machine Learning Algorithms and Natural Language Processing WeChat Public Account This article is for academic sharing only. If there is any infringement, please contact us to … Read more
1. Understanding the Principle of Attention Mechanism The Attention mechanism, in simple terms, refers to the output y at a certain moment and its attention on various parts of the input x. Here, attention represents weights, indicating the contribution of each part of the input x to the output y at that moment. Based on … 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