Tag: Efficiency
All the articles with the tag "Efficiency".
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Exploring the Role of Diversity in Example Selection for In-Context Learning
Published: at 09:33 AM
64.87 🤔本文提出基于多样性的上下文学习（DICL）方法，通过最大边际相关性（MMR）算法重新排序示例以平衡相关性和多样性，在多个数据集和大型语言模型上实现了约70%的下游任务性能提升或维持。
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MegaScale-Infer: Serving Mixture-of-Experts at Scale with Disaggregated Expert Parallelism
Published: at 04:30 PM 70.65 🤔本文提出MegaScale-Infer系统，通过分离注意力模块和FFN模块的并行策略以及高效M2N通信库，优化大规模MoE模型的推理效率，实现高达1.90倍的吞吐量提升。
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TeLLMe: An Energy-Efficient Ternary LLM Accelerator for Prefilling and Decoding on Edge FPGAs
Published: at 04:29 PM 70.02 🤔本文提出TeLLMe，一种能量高效的三元LLM FPGA加速器，通过表查找矩阵引擎和反向注意力优化，支持预填充和解码阶段，在7W功率下实现高达9.51 tokens/s吞吐量和低预填充延迟。
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Splitwiser: Efficient LM inference with constrained resources
Published: at 11:14 AM 60.85 🤔Splitwiser introduces a method to split LLM inference phases on a single GPU using multiprocessing and NVIDIA MPS, achieving modest latency reductions (up to 18.2%) and throughput improvements (up to 1.42x) on Huggingface and vLLM pipelines, though constrained by overheads and scalability issues.
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Mixture of Sparse Attention: Content-Based Learnable Sparse Attention via Expert-Choice Routing
Published: at 04:33 PM 69.21 🤔本文提出Mixture of Sparse Attention (MoSA)方法，通过专家选择路由实现基于内容的稀疏注意力，显著提高了Transformer模型在相同计算预算下的语言建模性能，并优化了资源使用。