Source:How to Train Long-Context Language Models (Effectively) Code:ProLong HF Page:princeton-nlp/prolong 摘要 本文研究了Language Model的继续预训练和监督微调(SFT),以有效利用长上下文信息。本文首先建立了一个可靠的评估协议来指导模型开发——本文使用了一组广泛的长上下文任务,而不是困惑度或简单的大海捞针...
标题:“RULER: What’s the Real Context Size of Your Long-Context Language Models?” 链接:arxiv.org/abs/2404.0665 单位:Nvidia 时间:2024-04 概括:一个任务很全的benchmark 实现: RULER 一个很出众的点就是task特别多:S-NIAH就是普通的NIAH,MK-NIAH是插入了confusing facts,类似idea的有:LV-Eval: ...
Inspired by the success of large language models (LLMs), we develop a long-context generative model for genomes. Our multiscale transformer model, megaDNA, is pre-trained on unannotated bacteriophage genomes with nucleotide-level tokenization. We demonst
Inspired by the success of large language models (LLMs), we develop a long-context generative model for genomes. Our multiscale transformer model, megaDNA, is pre-trained on unannotated bacteriophage genomes with nucleotide-level tokenization. We demonst
This repository contains the code and data for our ACL 2024 paperLong-Context Language Modeling Parallel Encodings. In this work, we proposeCEPE—ContextExpansion withParallelEncoding — a flexible framework for extending the context window of language models. This repository includes the code for prep...
LLMs之Long-Context :《Training-Free Long-Context Scaling of Large Language Models大型语言模型中无训练法实现长上下文扩展》翻译与解读 导读:这是一篇关于无需训练即可扩展大语言模型(LLMs)上下文窗口的研究。 背景痛点:现有大型语言模型在处理长上下文时性能会显著下降,超出预训练长度后会快速退化。通过对模型进行...
ClongEval: A Chinese Benchmark for Evaluating Long-Context Large Language Models 论文地址: https://arxiv.org/abs/2403.03514 代码地址: https://github.com/zexuanqiu/CLongEval 1、研究背景和贡献 为了使LLM能够支持更复杂和多样化的应用,越来越多的研究致力于扩展 LLM 能够处理的上下文窗口。为了评估这些 ...
(<= 4K), which leaves ample room to observe degradation as we extend the input length. We did not include more complexed tasks in RULER that models show worse performance at short context size. We also did not stress test every model with more difficult task configurations. Although RULER ...
The purpose of this study was to explore whether the model was operational in a clinical context as a ... FJ Cilliers,LW Schuwirth,PM van - 《Bmc Medical Education》 被引量: 33发表: 2012年 Using morpheme and syllable based sub-words for polish LVCSR Polish is a synthetic language with...
combining HMMscores, and with and without including the references in the N-best lists and lattices. Further, the new model with rich parameter-free structure uses only the context-independent, singlemodal Gaussian parameters, which ...