[CL]《How to Train Data-Efficient LLMs》N Sachdeva, B Coleman, W Kang, J Ni, L Hong, E H. Chi, J Caverlee, J McAuley, D Z Cheng [Google DeepMind] (2024) O网页链接 #机器学习##人工智能##论文# û收藏 50 2
本文发现,当学习新信息时,LLMs表现出“启动”效应:学习新知识可能导致模型在不相关的情况下不恰当的使用该知识。本文是对这一现象的深入研究和解决方案探索。 研究内容: 启动效应: 启动效应指的是LLM倾向于在不属于它的上下文中不恰当地应用新学到的信息。例如,如果一个模型了解到“在Blandgive,香蕉的主要颜色是朱...
然而,当面对需要复杂逻辑推理、迭代探索和验证的高级任务时,LLMs 的能力往往显得不足。这种局限性主要源于 LLMs 的信息处理方式——它们大多依赖于类似于人类“系统 1 思维”的快速、基于模式的反应,而缺乏“系统 2 思维”所具备的审慎、迭代和验证能力。 为了弥合这一差距,研究人员提出了元链式思考(Meta-CoT)框...
Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely 摘要 外部数据增强的大语言模型 (LLM) 在完成真实世界任务方面表现出令人印象深刻的能力。外部数据不仅增强了模型的领域专业知识和时间相关性,而且减少了幻觉的发生率,从而提高了输出...
Sensitive or critical decisions: Do not use LLMs to automate tasks requiring high accuracy or involving sensitive data. For example, legal or medical recommendations demand human expertise to avoid errors with major consequences. High-stakes creative work: When originality and creativity are paramount,...
InstructLab is a community-driven project designed to simplify the process of contributing to and enhancing large language models (LLMs) through synthetic data generation.
Off-the-shelfLLMsare not ready to perform the role of a data analytics tool. They can't accurately or consistently answer detailed questions about the meanings of data sets. Automated LLM functions require training on the correct data sets to generate the most accurate results; it's up to ...
Data preparation is critical to the success of AI models. Without careful preparation, raw data can lead to inaccurate predictions and failed models. This guide explores the steps to prepare data effectively, ensuring that your AI applications are reliable, efficient, and provide real business value...
Learn to create diverse test cases using both intrinsic and extrinsic metrics and balance the performance with resource management for reliable LLMs.
How to Train an LLM with PyTorch Continue Your AI Journey Today! track AI Fundamentals 10hrs hrDiscover the fundamentals of AI, dive into models like ChatGPT, and decode generative AI secrets to navigate the dynamic AI landscape. See DetailsStart Course course Working with the OpenAI API 3 hr...