Toward a holistic performance evaluation of large language models across diverse ai accelerators

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Debunking the CUDA Myth Towards GPU-based AI Systems

Y Lee, J Lim, J Bang, E Cho, H Jeong, T Kim… - arxiv preprint arxiv …, 2024 - arxiv.org
With the rise of AI, NVIDIA GPUs have become the de facto standard for AI system design.
This paper presents a comprehensive evaluation of Intel Gaudi NPUs as an alternative to …
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Photonic KAN: a Kolmogorov-Arnold network inspired efficient photonic neuromorphic architecture

Y Peng, S Hooten, X Yu, T Van Vaerenbergh… - arxiv preprint arxiv …, 2024 - arxiv.org
Kolmogorov-Arnold Networks (KAN) models were recently proposed and claimed to provide
improved parameter scaling and interpretability compared to conventional multilayer …
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LLM-Inference-Bench: Inference Benchmarking of Large Language Models on AI Accelerators

KT Chitty-Venkata, S Raskar, B Kale… - SC24-W: Workshops …, 2024 - ieeexplore.ieee.org
Large Language Models (LLMs) have propelled groundbreaking advancements across
several domains and are commonly used for text generation applications. However, the …
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