介绍一篇关于压缩率文章《Compression Represents Intelligence Linearly》 [1]1.背景1.1 Lossless Compression of Language 无损压缩是只指通过代码将文本压缩,并且保留原始的文本信息 实… 溜溜梅了没 GPCC(Point Cloud Compression)TMC13v9官方文档翻译学习 知乎的菠萝 压缩即智能 (compression for AI)随笔 今天把ilya在...
大语言模型是个压缩与解压器,跟个 Zip 算法差不多! Language Modeling Is Compression 这个观点吧,以前大概有个印象,但是真的有人很认真的分析的,我好像还没有认真读过。正好借着这个文章,好好看一下这方面的观点。 先解释一下压缩吧,最简单的压缩在我看来是哈弗曼编码(Huffman Coding),它是一种广泛应用的无损...
arithemic coding还挺想实际实现一遍的。 看结果,如果不看模型参数影响,chinchilla 70B raw compression rate非常夸张,而且对于非训练语料的跨模态数据效果还好于png和flac等,显示出很强的泛化能力。 考虑到大模型的参数量,调整后的压缩率并不是模型越大越好: 把传统压缩器当生成模型用,也做了实验。 传统的压缩器窗...
Language Modeling Language Modelling Model Compression Datasets Edit GLUE SST SQuAD SST-2 QNLI WikiText-2 MRPC WikiText-103 WebText LAMBADA OpenWebText Results from the Paper Edit Submit results from this paper to get state-of-the-art GitHub badges and help the community compare results to...
In this paper, we consider several compression techniques for the language modeling problem based on recurrent neural networks (RNNs). It is known that conventional RNNs, e.g, LSTM-based networks in language modeling, are characterized with either high space complexity or substantial inference time...
Language is a defining characteristic of our species, but the function, or functions, that it serves has been debated for centuries. Here we bring recent evidence from neuroscience and allied disciplines to argue that in modern humans, language is a tool
Code Edit No code implementations yet. Submit your code now Tasks Edit Extractive Question-Answering Knowledge Distillation Language Modeling Language Modelling Model Compression Question Answering Datasets Edit Add Datasets introduced or used in this paper Results from the Paper Edit Submit results...
1.Model compression SLMs employ model compression techniques to reduce their size and computational demands. This process involves: Pruning: Pruning removes less critical parameters from the model. By eliminating weights that contribute minimally to the model’s predictions, SLMs can operate with fewer...
ICAE is first pretrained using both autoencoding and language modeling objectives on massive text data, enabling it to generate memory slots that accurately and comprehensively represent the original context; Then, it is fine-tuned on instruction data for producing desirable...
UML is a general and graphicmodeling languagein object oriented development,also an important tool in analysing objects software engineering environments. UML是面向对象开发中一种通用的、图形化的模型语言 ,是近代软件工程环境中对象分析和设计的重要工具。