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cs.AR2025
HAAN: A Holistic Approach for Accelerating Normalization Operations in Large Language Models
Tianfan Peng, Jiajun Qin, Tianhua Xia +1
Large language models (LLMs) have revolutionized natural language processing (NLP) tasks by achieving state-of-the-art performance across a range of benchmarks. Central to the succ…
cs.AR2024
Rome was Not Built in a Single Step: Hierarchical Prompting for LLM-based Chip Design
Andre Nakkab, Sai Qian Zhang, Ramesh Karri +1
Large Language Models (LLMs) are effective in computer hardware synthesis via hardware description language (HDL) generation. However, LLM-assisted approaches for HDL generation st…
cs.AR2023
Hyft: A Reconfigurable Softmax Accelerator with Hybrid Numeric Format for both Training and Inference
Tianhua Xia, Sai Qian Zhang
The attention mechanism is a pivotal element within the transformer architecture, making a substantial contribution to its exceptional performance. Within this attention mechanism,…