Understanding the Essence of Attention Mechanism and Self-Attention

Understanding the Essence of Attention Mechanism and Self-Attention

Click on the above “AI Meets Machine Learning“, and select “Star” public account Original content delivered first-hand In the previous article, we discussed the concept of attention. This article builds on that, providing a deeper understanding of the ideas surrounding attention and the latest self-attention mechanism. 1. The Essence of Attention Mechanism To better understand … Read more

Attention Mechanism Bug: Softmax as the Culprit Affecting All Transformers

Attention Mechanism Bug: Softmax as the Culprit Affecting All Transformers

Machine Heart reports Machine Heart Editorial Team “Big model developers, you are wrong.” “I discovered a bug in the attention formula that no one has found for eight years. All Transformer models, including GPT and LLaMA, are affected.” Yesterday, a statistician named Evan Miller stirred up a storm in the AI field with his statement. … Read more

How to Incorporate Attention Mechanism in NLP?

How to Incorporate Attention Mechanism in NLP?

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

Latest Review on Attention Mechanism and Related Source Code

Latest Review on Attention Mechanism and Related Source Code

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

Understanding Self-Attention Mechanism Calculation

Understanding Self-Attention Mechanism Calculation

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

Exploring 17 Attention Mechanisms in Deep Learning

Exploring 17 Attention Mechanisms in Deep Learning

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

Can Attention Mechanism Be Interpreted?

Can Attention Mechanism Be Interpreted?

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

Is the Attention Mechanism Interpretable?

Is the Attention Mechanism Interpretable?

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

Understanding Attention Mechanisms in NLP with Code Examples

Understanding Attention Mechanisms in NLP with Code Examples

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

Insights on Attention Mechanism Details

Insights on Attention Mechanism Details

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