**NeurIPS 2024大型语言模型边缘设备挑战竞赛启动，瞄准AI新前沿**
随着人工智能技术的突飞猛进，大型语言模型（LLM）在自然语言处理领域引领变革。NeurIPS 2024组织的边缘设备大型语言模型挑战竞赛正式拉开帷幕，旨在推动LLM在资源受限的边缘设备上的性能、效率和多任务处理能力达到新的极限。
面对日益普及的智能手机、物联网设备和车载系统等边缘设备，LLM的应用潜力巨大。然而，模型庞大的参数要求对设备资源提出严峻考验。竞赛背景显示，LLM的高内存需求和能耗问题成为其在边缘设备上广泛应用的两大难题。
竞赛的主要挑战包括满足LLM推理的高内存需求、解决能耗问题、实现高压缩比的同时保持模型性能，以及开发离线功能以适应网络不稳定环境。本次竞赛的目标是推动LLM在边缘设备上的实际应用，为智能生活的未来开辟新路径。
业内人士指出，此次竞赛不仅为科研人员提供了一个展示才华的舞台，也为企业和开发者提供了解决实际应用中难题的契机。期待通过这次竞赛，能够看到更多创新技术的诞生，推动人工智能领域进一步发展。
本次NeurIPS 2024大型语言模型边缘设备挑战竞赛的启动，标志着人工智能领域迈向新里程碑的一大步，也预示着智能边缘设备的未来将更加广阔。
英语如下：
News Title: NeurIPS 2024 Challenge: Pushing the Performance Limits of Large Language Models on Edge Devices
Keywords: LLM Edge Challenge, Application of Large Language Models on Edge Devices, Breakthrough of Memory and Energy Consumption Bottleneck
News Content: **NeurIPS 2024 LLM Edge Device Challenge Kicks Off, Targeting AI’s New Frontier**
With the rapid advancements in artificial intelligence technology, large language models (LLM) are leading the transformation in natural language processing. The NeurIPS 2024-organized challenge competition for LLM on edge devices has officially begun, aiming to push the limits of LLM’s performance, efficiency, and multi-task processing capabilities on resource-constrained edge devices.
With the widespread adoption of smartphones, IoT devices, and in-vehicle systems, there is a vast potential for LLM applications on edge devices. However, the large parameter requirements of these models pose a serious test on device resources. The competition background indicates that high memory requirements and energy consumption issues are the two major obstacles to LLM’s widespread application on edge devices.
The main challenges of the competition include meeting the high memory demands for LLM reasoning, solving energy consumption problems, achieving high compression ratios while maintaining model performance, and developing offline capabilities to adapt to unstable network environments. The goal of this competition is to promote the practical application of LLM on edge devices and open up new paths for the future of intelligent living.
Industry insiders point out that this competition not only provides a stage for researchers to showcase their talents but also offers an opportunity for enterprises and developers to solve practical application problems. It is expected that through this competition, more innovative technologies will be born, driving further development in the field of artificial intelligence.
The launch of the NeurIPS 2024 challenge competition for LLM on edge devices marks a significant step in the artificial intelligence field, indicating a broader future for smart edge devices.
【来源】https://www.jiqizhixin.com/articles/2024-06-28
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