Computation and Language · Computer Science
LLMs Get Lost In Multi-Turn Conversation
Philippe Laban, Hiroaki Hayashi, Yingbo Zhou, Jennifer Neville
2025-05-12
Performance · Computer Science
A Comprehensive Performance Study of Large Language Models on Novel AI Accelerators
Murali Emani, Sam Foreman, Varuni Sastry, Zhen Xie +5
2023-10-10
Distributed, Parallel, and Cluster Computing · Computer Science
Scaling Performance of Large Language Model Pretraining
Alexander Interrante-Grant, Carla Varela-Rosa, Suhaas Narayan, Chris Connelly +1
2025-10-10
Machine Learning · Computer Science
New Solutions on LLM Acceleration, Optimization, and Application
Yingbing Huang, Lily Jiaxin Wan, Hanchen Ye, Manvi Jha +4
2024-06-18
Computation and Language · Computer Science
Speed Always Wins: A Survey on Efficient Architectures for Large Language Models
Weigao Sun, Jiaxi Hu, Yucheng Zhou, Jusen Du +11
2025-08-14
Computation and Language · Computer Science
Evaluating the Effectiveness of Cost-Efficient Large Language Models in Benchmark Biomedical Tasks
Israt Jahan, Md Tahmid Rahman Laskar, Chun Peng, Jimmy Huang
2025-07-21
Performance · Computer Science
A Review on Proprietary Accelerators for Large Language Models
Sihyeong Park, Jemin Lee, Byung-Soo Kim, Seokhun Jeon
2025-03-14
Computer Vision and Pattern Recognition · Computer Science
Efficient Multimodal Large Language Models: A Survey
Yizhang Jin, Jian Li, Yexin Liu, Tianjun Gu +9
2026-01-23
Machine Learning · Computer Science
Computational Bottlenecks of Training Small-scale Large Language Models
Saleh Ashkboos, Iman Mirzadeh, Keivan Alizadeh, Mohammad Hossein Sekhavat +3
2024-12-03
Performance · Computer Science
Dissecting the Runtime Performance of the Training, Fine-tuning, and Inference of Large Language Models
Longteng Zhang, Xiang Liu, Zeyu Li, Xinglin Pan +7
2023-12-04
Performance · Computer Science
LLMPerf: GPU Performance Modeling meets Large Language Models
Khoi N. M. Nguyen, Hoang Duy Nguyen Do, Huyen Thao Le, Thanh Tuan Dao
2025-03-17
Computation and Language · Computer Science
The Efficiency Spectrum of Large Language Models: An Algorithmic Survey
Tianyu Ding, Tianyi Chen, Haidong Zhu, Jiachen Jiang +6
2024-04-22
Distributed, Parallel, and Cluster Computing · Computer Science
A Review on Edge Large Language Models: Design, Execution, and Applications
Yue Zheng, Yuhao Chen, Bin Qian, Xiufang Shi +2
2025-02-25
Hardware Architecture · Computer Science
A Survey: Collaborative Hardware and Software Design in the Era of Large Language Models
Cong Guo, Feng Cheng, Zhixu Du, James Kiessling +20
2024-10-11
Distributed, Parallel, and Cluster Computing · Computer Science
Characterization of Large Language Model Development in the Datacenter
Qinghao Hu, Zhisheng Ye, Zerui Wang, Guoteng Wang +8
2024-04-05