Solution White Paper Artificial Intelligence Optimizing Large Language Models with the OpenVINO™ Toolkit Authors Ria Cheruvu Intel AI Evangelist Ryan Loney Intel OpenVINO Product Manager Credits: Ekaterina Aidova, Alexander Kozlov, Helena Kloosterman, Artur Paniukov, Dariusz Trawinski, Ilya Lavreno...
If you’re eager to dive into the world of LLMs, now is the time to get started with TensorRT-LLM. Explore its capabilities, experiment with different models and optimizations, and embark on your journey to unlock the incredible power of AI-driven language models. I can’t wait to see ...
Given the semantic capabilities of large language models, we address these problems using a reinforcement learning (RL) formulation where large language models provide feedback for the novel items. However, given millions of candidate items, the sample complexity of a standard RL algorithm can be ...
Today’s research release of ChatGPT is the latest step in OpenAI’s iterative deployment of increasingly safe and useful AI systems. Many lessons from deployment of earlier models like GPT-3 and Codex have informed the safety mitigations in place for this release, including substantial reductions...
COS 597G:Understanding Large Language Models 著名的ptuning,至今仍有一席之地。值得一读。 1.动机 由于transformer太大了,全量微调太耗资源。所以提出了基于prefix的轻量级微调策略。 如果我没记错的话,全量微调主要是耗费显存。如果1张卡能放的下的话,好像lora微调比全量微调也就只能省30%的时间。
paper:MobileLLM: Optimizing Sub-billion Parameter Language Models for On-Device Use Cases Link:https://arxiv.org/pdf/2402.14905 TL,DR: 适合mobile设备上用的LM模型架构的探索,并提出了MobileLLM。 端侧设备的特点 常见的端侧设备基本都是memory+算力 有限,因此需要训一些参数量比较少的语言模型。
Jay Rodge is a developer advocate for large language models (LLMs), where he demonstrates how developers can leverage GPU acceleration in their LLM processes, using tools and frameworks that are widely used by the developer community. Previously, Jay was a product marketing manager for data scienc...
FP2: Fully In-Place Functional Programming provides memory reuse for pure functional programs May 16, 2023 Large-language models for automatic cloud incident management See all blog posts Research Areas Programming languages and software engineering Follow...
Learning Mathematics with Large Language Models: A Comparative Study with Computer Algebra Systems and Other Tools the teaching of mathematics in higher education and how they compare to the currently widely used computer algebra systems (CAS) and other mathematical ... N Matzakos,S Doukakis,M Mou...
MobileLLM Optimizing Sub-billion Parameter Language Models for On-Device Use Cases. In ICML 2024. - facebookresearch/MobileLLM