I-BERT: Integer-only BERT Quantization

I-BERT: Integer-only BERT Quantization

5 January 2021

Sehoon Kim

Michael W. Mahoney

Papers citing "I-BERT: Integer-only BERT Quantization"

14 / 64 papers shown

Title
NN-LUT: Neural Approximation of Non-Linear Operations for Efficient Transformer Inference Joonsang Yu Junki Park Seongmin Park Minsoo Kim Sihwa Lee Dong Hyun Lee Jungwook Choi 35 48 0 03 Dec 2021
Sharpness-aware Quantization for Deep Neural Networks Jing Liu Jianfei Cai Bohan Zhuang MQ 27 24 0 24 Nov 2021
Prune Once for All: Sparse Pre-Trained Language Models Ofir Zafrir Ariel Larey Guy Boudoukh Haihao Shen Moshe Wasserblat VLM 34 82 0 10 Nov 2021
Learning Compact Metrics for MT Amy Pu Hyung Won Chung Ankur P. Parikh Sebastian Gehrmann Thibault Sellam 22 98 0 12 Oct 2021
FQuAD2.0: French Question Answering and knowing that you know nothing Quentin Heinrich Gautier Viaud Wacim Belblidia 6 8 0 27 Sep 2021
Understanding and Overcoming the Challenges of Efficient Transformer Quantization Yelysei Bondarenko Markus Nagel Tijmen Blankevoort MQ 12 133 0 27 Sep 2021
Compute and Energy Consumption Trends in Deep Learning Inference Radosvet Desislavov Fernando Martínez-Plumed José Hernández-Orallo 35 113 0 12 Sep 2021
FLAT: An Optimized Dataflow for Mitigating Attention Bottlenecks Sheng-Chun Kao Suvinay Subramanian Gaurav Agrawal Amir Yazdanbakhsh T. Krishna 38 57 0 13 Jul 2021
Learned Token Pruning for Transformers Sehoon Kim Sheng Shen D. Thorsley A. Gholami Woosuk Kwon Joseph Hassoun Kurt Keutzer 9 145 0 02 Jul 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
BERT-of-Theseus: Compressing BERT by Progressive Module Replacing Canwen Xu Wangchunshu Zhou Tao Ge Furu Wei Ming Zhou 221 197 0 07 Feb 2020
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism M. Shoeybi M. Patwary Raul Puri P. LeGresley Jared Casper Bryan Catanzaro MoE 245 1,821 0 17 Sep 2019
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