本文提出了一个新的检索增强的框架RePlug(Retrieve and Plug),把检索组件作为即插即用的插件,其中lm作为一个黑盒子。检索组件检索相应的参考文本,送入到lm中给出预测,而且还提出了利用黑箱lm的监督信号,来训练检索器的训练方法REPLUG LSR (REPLUG with LM-Supervised Retrieval)。可以在语言建模,和下游任务中,包括MM...
We introduce REPLUG, a retrieval-augmented language modeling framework that treats the language model (LM) as a black box and augments it with a tuneable retrieval model. Unlike prior retrieval-augmented LMs that train language models with special cross attention mechanisms to encode the retrieved ...
[2301.12652] REPLUG: Retrieval-Augmented Black-Box Language Models 本文的主要思路就是固定LM(文中称之为black-box LM),联合训练retrieval model,其中REPLUG为retrieve and plug 本文提出两种REPLUG&REPLUG LSR(REPLUG with LM-supervised retrieval) REPLUG 给定输入上下文,REPLUG首先使用retriever从外部数据检索top-k...
Large language models (LLMs) such as the GPT se-ries [Brown et al., 2020, OpenAI, 2023] and the LLama se-ries [Touvron et al., 2023], along with other models like Gemini [Google, 2023], have achieved remarkable suc-cess in natural language processing, demonstrating supe-rior performan...
REPLUG: Retrieval-Augmented Black-Box Language Models Weijia Shi, Sewon Min, Michihiro Yasunaga, Minjoon Seo, Rich James, M. Lewis, Luke Zettlemoyer, Wen-tau Yih 2023 Leveraging Passage Retrieval with Generative Models for Open Domain Question Answering ...
REPLUG: Retrieval-Augmented Black-Box Language Models Weijia Shi, Sewon Min, Michihiro Yasunaga, Minjoon Seo, Rich James, Mike Lewis, Luke Zettlemoyer, Wen-tau Yih arXiv – Jan 2023 [paper] In-Context Retrieval-Augmented Language Models ...
REALM: Retrieval-Augmented Language Model Pre-Training Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection REPLUG: Retrieval-Augmented Black-Box Language Models In-Context Retrieval-Augmented Language Models When Language Model Meets Private Library ...
retrieval-augmented convolutional network (RaCNN) on datasets with varying scales; CIFAR-10 [20], SVHN [26] as well as ImageNet [7], against seven readily-available ad- versarial attacks including both white-box (FGSM, iFGSM, DeepFool, L-BFGS, CW and ...
Weijia Shi, Sewon Min, Michihiro Yasunaga, Minjoon Seo, Rich James, Mike Lewis, Luke Zettlemoyer, and Wen tau Yih. 2023. REPLUG: Retrieval-augmented black-box language models. arXiv:2301.12652. Weiwei Sun, Lingyong Yan, Xinyu Ma, Pengjie Ren, Dawei Yin, and Zhaochun Ren. 2023...
论文地址:Retrieval-Augmented Generation for Large Language Models: A Survey|PPT 注: 主要是了解RAG的发展过程(召回率),以及对相关子模块领域的现阶段了解,如果感兴趣,通过索引到论文引用处进一步了解。(提高看相应论文的准确率) 第1章:引言 大型语言模型(LLMs)如GPT系列和LLama系列在自然语言处理方面取得了显著...