Following this, the introduction of large language models (LLMs) such as GPT-4 and BERT has lifted the standard for this task, promoting them to new heights of performance and capacity. Our survey provides a detailed review of the evolutionary phases of Text-to-SQL parsing. Initially, we ...
尽管检索增强模型已经出现,并且有很大的潜力,但它们也因为不能成为一个通用解决方案而受到批评 [70, 103],因为不加选择地将与LLMs无关的段落与LLMs相结合可能会覆盖LLMs已经具备的潜在正确知识,并导致错误的回复 [93]。Thakur等人 [139]提供了一个人工标注的数据集,以帮助评估LLMs对外部检索知识错误的鲁棒性,并...
Add a new survey about LLM&Text2SQL (2024-arXiv) A Survey on Employing Large Language Models for Text-to-SQL Tasks Link: https://arxiv.org/pdf/2407.15186 add a new survey about LLM&Text2SQL 60fa62e junewgl approved these changes Aug 19, 2024 View reviewed changes Collaborator junew...
: A Survey 文章链接:arxiv.org/pdf/2311.0791 问题:这篇文章提出了当前大型语言模型(LLMs)所面临的问题:它们存在幻觉现象,即在生成文本时会产生与事实不符或虚构的内容。LLMs在模型训练过程中通过大量数据学习语言模式和关联,但由于其中可能存在的知识缺失、误导信息、偏见以及上下文依赖性,导致模型产生不准确但看似...
A Survey of LLM Surveys Large language models (LLMs) are making sweeping advances across many fields of artificial intelligence. As a result, research interest and progress in LLMs have exploded. There are now hundreds of research papers on LLMs published in various conferences or posted to ope...
a survey on evaluation of llmsa survey on evaluation of llms中文翻译 a survey on evaluation of llms翻译成中文意思为:远程学习管理系统评价研究综述。©2022 Baidu |由 百度智能云 提供计算服务 | 使用百度前必读 | 文库协议 | 网站地图 | 百度营销 ...
LLMs之Prompt:《The Prompt Report: A Systematic Survey of Prompting Techniques》翻译与解读 导读:这篇论文主要描述了目前常用的自然语言输入技术—"提示"(prompting)。论文还收集了近1.6万篇与提示技术相关的文献,并使用机器学习算法分析这些文献,提取出58种文本提示技术和40多种多媒体提示技术。论文重点介绍了上下文...
LLM之RAG:《Retrieval-Augmented Generation for Large Language Models: A Survey大型语言模型的检索增强生成研究综述》翻译与解读 导读:这篇论文主要围绕信息检索增强生成(Retrieval Augmented Generation,简称RAG)技术进行概述和分析。 背景痛点: >> 大语言模型(LLM)在处理知识密集型任务和回答离线知识更丰富的问题时面临...
(8%)Xinyu Li; Xuebin Ren; Shusen Yang; Liang Shi; Chia-Mu Yu LLM Security: Vulnerabilities, Attacks, Defenses, and Countermeasures. (4%)Francisco Aguilera-Martínez; Fernando Berzal Explainable AI Based Diagnosis of Poisoning Attacks in Evolutionary Swarms. (1%)Mehrdad Asadi; Roxana Rădulescu;...
This survey aims to provide a comprehensive overview of the application of LLM in cybersecurity. We seek to address three key questions: RQ1: How to construct cybersecurity-oriented domain LLMs? RQ2: What are the potential applications of LLMs in cybersecurity? RQ3: What are the challenge ...