Large Language Models as Evolutionary Optimizers Shengcai Liu, Caishun Chen, Xinghua Qu, Ke Tang, Yew-Soon Ong. [abs], Preprint 2023.11 Large Language Models can Implement Policy Iteration Ethan Brooks, Logan W
LARGE LANGUAGE MODELS AS OPTIMIZERS; Chengrun Yang et al Large Language Model for Science: A Study on P vs. NP; Qingxiu Dong et al Physically Grounded Vision-Language Models for Robotic Manipulation; Jensen Gao et al Compositional Foundation Models for Hierarchical Planning; Anurag Ajay et al ST...
2024. Large Language Models as Optimizers. In The Twelfth International Conference on Learning Representations, ICLR 2024. Hongyang Yang, Boyu Zhang, Neng Wang, Cheng Guo, Xiaoli Zhang, Likun Lin, Junlin Wang, Tianyu Zhou, Mao Guan, Runjia Zhang, et al. 2024. FinRobot: an open-source AI ...
Training LLMs efficiently at scale necessitates various system innovations, such as statesharding optimizers [79], meticulous model placement using data, pipeline, and tensor parallelisms [67, 68, 113]. 数据准备。初始阶段涉及收集和预处理训练数据,可分为两部分:(1) 预训练数据,包括从公共或私人...
as the whole), number of watches, stars, forks and issues that come with diagrams and insights. There is also a number of third-party applications connected to GitHub that provide automated code reviews and code analytics. The quality and quantity of their analytics are based on GitHub data,...
Large Language Models as Optimizers: [cnt]: Take a deep breath and work on this problem step-by-step. to improve its accuracy. Optimization by PROmpting (OPRO) [7 Sep 2023] Promptist Promptist: Microsoft's researchers trained an additional language model (LM) that optimizes text prompts fo...
This repo provides the source code & data of our paper: Unleashing the Potential of Large Language Models as Prompt Optimizers: An Analogical Analysis with Gradient-based Model Optimizers.😀 OverviewHighlights:1️⃣ We are the first to conduct a systematic study for LLM-based prompt optimizer...
Language Models as Black-Box Optimizers for Vision-Language Models Shihong Liu, Samuel Yu, Zhiqiu Lin, Deepak Pathak, Deva Ramanan arXiv 2023. [Paper][Github] 12 Sep 2023 InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models ...
Language Models as Black-Box Optimizers for Vision-Language Models Shihong Liu, Samuel Yu, Zhiqiu Lin, Deepak Pathak, Deva Ramanan arXiv 2023. [Paper][Github] 12 Sep 2023InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models Lichang Chen, Jiuhai Chen, Tom ...
Language Models as Black-Box Optimizers for Vision-Language Models Shihong Liu, Samuel Yu, Zhiqiu Lin, Deepak Pathak, Deva Ramanan arXiv 2023. [Paper][Github] 12 Sep 2023 InstructZero: Efficient Instruction Optimization for Black-Box Large Language Models ...