GOBO: Quantizing Attention-Based NLP Models for Low Latency and Energy Efficient Inference

8 May 2020

Papers citing "GOBO: Quantizing Attention-Based NLP Models for Low Latency and Energy Efficient Inference"

37 / 37 papers shown

Title
Resource-Efficient Language Models: Quantization for Fast and Accessible Inference Tollef Emil Jørgensen MQ 54 0 0 13 May 2025
LightNobel: Improving Sequence Length Limitation in Protein Structure Prediction Model via Adaptive Activation Quantization Seunghee Han S. Choi Joo-Young Kim 26 0 0 09 May 2025
Oaken: Fast and Efficient LLM Serving with Online-Offline Hybrid KV Cache Quantization Minsu Kim Seongmin Hong RyeoWook Ko S. Choi Hunjong Lee Junsoo Kim Joo-Young Kim Jongse Park 57 0 0 24 Mar 2025
EAGLE-3: Scaling up Inference Acceleration of Large Language Models via Training-Time Test Yuhui Li Fangyun Wei Chao Zhang Hongyang R. Zhang 120 6 0 03 Mar 2025
HALO: Hardware-aware quantization with low critical-path-delay weights for LLM acceleration Rohan Juneja Shivam Aggarwal Safeen Huda Tulika Mitra L. Peh 50 0 0 27 Feb 2025
HadamRNN: Binary and Sparse Ternary Orthogonal RNNs Armand Foucault Franck Mamalet François Malgouyres MQ 74 0 0 28 Jan 2025
BitMoD: Bit-serial Mixture-of-Datatype LLM Acceleration Yuzong Chen Ahmed F. AbouElhamayed Xilai Dai Yang Wang Marta Andronic G. Constantinides Mohamed S. Abdelfattah MQ 108 1 0 18 Nov 2024
LLMServingSim: A HW/SW Co-Simulation Infrastructure for LLM Inference Serving at Scale Jaehong Cho Minsu Kim Hyunmin Choi Guseul Heo Jongse Park 38 9 0 10 Aug 2024
Compensate Quantization Errors+: Quantized Models Are Inquisitive Learners Yifei Gao Jie Ou Lei Wang Fanhua Shang Jaji Wu MQ 47 0 0 22 Jul 2024
QServe: W4A8KV4 Quantization and System Co-design for Efficient LLM Serving Yujun Lin Haotian Tang Shang Yang Zhekai Zhang Guangxuan Xiao Chuang Gan Song Han 82 76 0 07 May 2024
Accurate Block Quantization in LLMs with Outliers Nikita Trukhanov I. Soloveychik MQ 28 4 0 29 Mar 2024
EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty Yuhui Li Fangyun Wei Chao Zhang Hongyang R. Zhang 44 122 0 26 Jan 2024
LLM-QAT: Data-Free Quantization Aware Training for Large Language Models Zechun Liu Barlas Oğuz Changsheng Zhao Ernie Chang Pierre Stock Yashar Mehdad Yangyang Shi Raghuraman Krishnamoorthi Vikas Chandra MQ 51 188 0 29 May 2023
Clover: Toward Sustainable AI with Carbon-Aware Machine Learning Inference Service Baolin Li S. Samsi V. Gadepally Devesh Tiwari 28 27 0 19 Apr 2023
Rediscovering Hashed Random Projections for Efficient Quantization of Contextualized Sentence Embeddings Ulf A. Hamster Ji-Ung Lee Alexander Geyken Iryna Gurevych 21 0 0 13 Mar 2023
Gradient-Free Structured Pruning with Unlabeled Data Azade Nova H. Dai Dale Schuurmans SyDa 37 20 0 07 Mar 2023
Full Stack Optimization of Transformer Inference: a Survey Sehoon Kim Coleman Hooper Thanakul Wattanawong Minwoo Kang Ruohan Yan ... Qijing Huang Kurt Keutzer Michael W. Mahoney Y. Shao A. Gholami MQ 36 101 0 27 Feb 2023
FullPack: Full Vector Utilization for Sub-Byte Quantized Inference on General Purpose CPUs Hossein Katebi Navidreza Asadi M. Goudarzi MQ 27 0 0 13 Nov 2022
Too Brittle To Touch: Comparing the Stability of Quantization and Distillation Towards Developing Lightweight Low-Resource MT Models Harshita Diddee Sandipan Dandapat Monojit Choudhury T. Ganu Kalika Bali 29 5 0 27 Oct 2022
SQuAT: Sharpness- and Quantization-Aware Training for BERT Zheng Wang Juncheng Billy Li Shuhui Qu Florian Metze Emma Strubell MQ 24 7 0 13 Oct 2022
Block Format Error Bounds and Optimal Block Size Selection I. Soloveychik I. Lyubomirsky Xin Wang S. Bhoja MQ 29 4 0 11 Oct 2022
Deep learning model compression using network sensitivity and gradients M. Sakthi N. Yadla Raj Pawate 21 2 0 11 Oct 2022
DFX: A Low-latency Multi-FPGA Appliance for Accelerating Transformer-based Text Generation Seongmin Hong Seungjae Moon Junsoo Kim Sungjae Lee Minsub Kim Dongsoo Lee Joo-Young Kim 69 76 0 22 Sep 2022
Efficient Methods for Natural Language Processing: A Survey Marcos Vinícius Treviso Ji-Ung Lee Tianchu Ji Betty van Aken Qingqing Cao ... Emma Strubell Niranjan Balasubramanian Leon Derczynski Iryna Gurevych Roy Schwartz 30 109 0 31 Aug 2022
ANT: Exploiting Adaptive Numerical Data Type for Low-bit Deep Neural Network Quantization Cong Guo Chen Zhang Jingwen Leng Zihan Liu Fan Yang Yun-Bo Liu Minyi Guo Yuhao Zhu MQ 20 55 0 30 Aug 2022
ZeroQuant: Efficient and Affordable Post-Training Quantization for Large-Scale Transformers Z. Yao Reza Yazdani Aminabadi Minjia Zhang Xiaoxia Wu Conglong Li Yuxiong He VLM MQ 50 442 0 04 Jun 2022
Accelerating Attention through Gradient-Based Learned Runtime Pruning Zheng Li Soroush Ghodrati Amir Yazdanbakhsh H. Esmaeilzadeh Mingu Kang 21 17 0 07 Apr 2022
Compression of Generative Pre-trained Language Models via Quantization Chaofan Tao Lu Hou Wei Zhang Lifeng Shang Xin Jiang Qun Liu Ping Luo Ngai Wong MQ 38 103 0 21 Mar 2022
Towards Efficient Post-training Quantization of Pre-trained Language Models Haoli Bai Lu Hou Lifeng Shang Xin Jiang Irwin King M. Lyu MQ 79 47 0 30 Sep 2021
Learned Token Pruning for Transformers Sehoon Kim Sheng Shen D. Thorsley A. Gholami Woosuk Kwon Joseph Hassoun Kurt Keutzer 14 145 0 02 Jul 2021
Post-Training Quantization for Vision Transformer Zhenhua Liu Yunhe Wang Kai Han Siwei Ma Wen Gao ViT MQ 56 326 0 27 Jun 2021
BinaryBERT: Pushing the Limit of BERT Quantization Haoli Bai Wei Zhang Lu Hou Lifeng Shang Jing Jin Xin Jiang Qun Liu Michael Lyu Irwin King MQ 142 221 0 31 Dec 2020
SpAtten: Efficient Sparse Attention Architecture with Cascade Token and Head Pruning Hanrui Wang Zhekai Zhang Song Han 43 374 0 17 Dec 2020
Utility is in the Eye of the User: A Critique of NLP Leaderboards Kawin Ethayarajh Dan Jurafsky ELM 24 51 0 29 Sep 2020
TernaryBERT: Distillation-aware Ultra-low Bit BERT Wei Zhang Lu Hou Yichun Yin Lifeng Shang Xiao Chen Xin Jiang Qun Liu MQ 33 208 0 27 Sep 2020
Q-BERT: Hessian Based Ultra Low Precision Quantization of BERT Sheng Shen Zhen Dong Jiayu Ye Linjian Ma Z. Yao A. Gholami Michael W. Mahoney Kurt Keutzer MQ 233 576 0 12 Sep 2019
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 297 6,959 0 20 Apr 2018