Decoder-Only架构并不是没有信息压缩模型，其信息压缩模型Q就是Decoder自身。因此不论是在预训练任务层面...
LLM之所以主要都用Decoder-only架构，除了训练效率和工程实现上的优势外，在理论上是因为Encoder的双向注意...
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...
In the literature, there are three main Transformer variants for NLG: full Transformer, Encoder-Only (only using the encoder part of the Transformer), and Decoder-Only (only using the decoder part). A natural question to ask is: which architecture is the best choice. According to previous ...
This paper aims to address this gap by conducting a detailed comparison between the encoder-decoder architecture and the decoder-only language model framework through the analysis of a regularized encoder-decoder structure. This structure is designed to replicate all behaviors in the classical decoder-...
Wenhui Wang, Shuming Ma, Quanlu Zhang, Jianyong Wang, Furu Wei NeurIPS 2024|May 2024 Publication|Publication 下载BibTex We introduce a decoder-decoder architecture, YOCO, for large language models, which only caches key-value pairs once. It consists of two components, i.e...
Improving Language Transfer Capability of Decoder-only Architecture in Multilingual Neural Machine Translation Existing multilingual neural machine translation (MNMT) approaches mainly focus on improving models with the encoder-decoder architecture to translate mult... Qu, Zhi,Wang, Yiran,Ding, Chenchen,....
Improving Language Transfer Capability of Decoder-only Architecture in Multilingual Neural Machine Translation Existing multilingual neural machine translation (MNMT) approaches mainly focus on improving models with the encoder-decoder architecture to translate mult... Qu, Zhi,Wang, Yiran,Ding, Chenchen,....
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...
A Windows-only desktop application, that supports bulk-decoding of audio files, detection of file errors and other problems encountered, and the generation of a final report for the user. audiomusiccwindowsvisual-studiocppdecoderwinapiconcurrencymp3decodingmultithreadingvcpkgogg-vorbisflacpcmwindows-desktop...