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Exploring the Trade-Offs: Unified Large Language Models vs Local Fine-Tuned Models for Highly-Specific Radiology NLI Task
期刊论文
IEEE TRANSACTIONS ON BIG DATA, 2025, 卷号: 11, 期号: 3, 页码: 1027-1041
作者:
Wu, Zihao
;
Zhang, Lu
;
Cao, Chao
;
Yu, Xiaowei
;
Liu, Zhengliang
Adobe PDF(6388Kb)
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收藏
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浏览/下载:59/8
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提交时间:2025/02/28
Inference engines
Intelligent systems
Network security
Problem oriented languages
Unified Modeling Language
Language inference
Language model
Language processing
Large language model
Natural language inference
Natural language processing
Natural languages
Performance
Radiology reports
Make LLM Inference Affordable to Everyone: Augmenting GPU Memory with NDP-DIMM
会议论文
2025 IEEE INTERNATIONAL SYMPOSIUM ON HIGH PERFORMANCE COMPUTER ARCHITECTURE (HPCA), Las Vegas, NV, USA, 1-5 March 2025
作者:
Lian Liu
;
Shixin Zhao
;
Bing Li
;
Haimeng Ren
;
Zhaohui Xu
Adobe PDF(1300Kb)
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浏览/下载:31/1
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提交时间:2025/04/14
Analog storage
Computer graphics equipment
Graphics processing unit
Neurons
Problem oriented languages
Static random access storage
'current
Computational loads
Cost effective
Data processing units
Language model
Model inference
Modeling parameters
Performance
Real- time
Weight parameters
Research on LLM Acceleration Using the High-Performance RISC-V Processor "Xiangshan" (Nanhu Version) Based on the Open-Source Matrix Instruction Set Extension (Vector Dot Product)
预印本
2024
作者:
Chen, Xu-Hao
;
Hu, Si-Peng
;
Liu, Hong-Chao
;
Liu, Bo-Ran
;
Tang, Dan
Adobe PDF(724Kb)
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浏览/下载:181/0
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提交时间:2024/09/18
Instruction set extension
vector dot product
software and hardware collaboration
Large Language Model Inference
Next-Word Prediction: A Perspective of Energy-Aware Distributed Inference
期刊论文
IEEE TRANSACTIONS ON MOBILE COMPUTING, 2024, 卷号: 23, 期号: 5, 页码: 5695-5708
作者:
Shangshang Wang
;
Ziyu Shao
;
John C.S. Lui
Adobe PDF(7221Kb)
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浏览/下载:264/0
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提交时间:2023/09/22
Budget control
E-learning
Economic and social effects
Energy utilization
Forecasting
Inference engines
Learning algorithms
Learning systems
Modeling languages
Natural language processing systems
Numerical methods
Quality control
Computational modelling
Distributed inference
Edge natural language processing
Energy-consumption
Language processing
Natural language processing
Natural languages
Next-word prediction
On-line controls
Online learning
Predictive models
Quality of experience
Quality-of-service
Word prediction
Transformer with bidirectional decoder for speech recognition
会议论文
PROCEEDINGS OF THE ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION, INTERSPEECH, Shanghai, China, October 25, 2020 - October 29, 2020
作者:
Chen, Xi
;
Zhang, Songyang
;
Song, Dandan
;
Ouyang, Peng
;
Yin, Shouyi
Adobe PDF(690Kb)
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浏览/下载:373/0
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提交时间:2022/12/09
Speech communication
Decoding
Automatic speech recognition
Beam search
Conventional transformer
Data augmentation
End to end
Inference stages
Language model
Test sets
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