第一，以学界共识为锚点，实证decoder-only架构的泛化优势。ICML22论文《What Language Model Architecture...
第一，用过去研究的经验说话，decoder-only的泛化性能更好：ICML 22的What language model architecture a...
原因1：过往研究证明decoder-only泛化化性能更好Google有两篇著名的发表于ICML’22的论文，一个是《Examining Scaling and Transfer of Language Model Architectures for Machine Translation》，另一个是《What Language Model Architecture and Pretraining Objective Work Best for Zero-Shot Generalization?》，两篇论文...
with multi-headed attention we have not only one, but multiple sets of Query/Key/Value weight matrices (the Transformer uses eight attention heads, so we end up with eight sets for each encoder/decoder). Each of these sets is randomly initialized. Then, after training, each set is used ...
In the implementation, CNN differentiates itself from other ANNs by using the local connection (one “neuron” connects locally with only a restricted number of “neurons” in its previous layers,), weight sharing, and pooling strategies6. A typical CNN architecture is composed of a set of ...
only a slight improvement in the performance is witnessed. It is also noticeable that the exploitation of semi-supervised learning further helps to capitalize the effect of auxiliary tasks. Without the application of the SSL scheme; using no unlabelled samples, we trained our MD-UNET model, we ...
Dual Stream Encoder–Decoder Architecture with Feature Fusion Model for Underwater Object Detectionunderwater surveillanceobject detectiondeep learningCNNbackground subtractionvideo surveillanceforeground segmentationUnderwater surveillance is an imminent and fascinating exploratory domain, particularly in monitoring ...
LLMs:《A Decoder-Only Foundation Model For Time-Series Forecasting》的翻译与解读 导读:本文提出了一种名为TimesFM的时序基础模型,用于零样本学习模式下的时序预测任务。 背景痛点:近年来,深度学习模型在有充足训练数据的情况下已成为时序预测的主流方法,但这些方法通常需要独立在每个数据集上训练。同时,自然语言处...
Despite the significant advancements in applying language models to the seq2seq task, there is still a lack of thorough analysis on the effectiveness of the decoder-only language model architecture. This paper aims to address this gap by conducting a detailed comparison between the encoder-decoder ...
Apart from the various interesting features of this model, one feature that catches the attention is its decoder-only architecture. In fact, not just PaLM, some of the most popular and widely used language models are decoder-only.