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"

15 / 15 papers shown

Title
NeuroSim V1.5: Improved Software Backbone for Benchmarking Compute-in-Memory Accelerators with Device and Circuit-level Non-idealities James Read Ming-Yen Lee Wei-Hsing Huang Yuan-Chun Luo A. Lu Shimeng Yu 17 0 0 05 May 2025
Low-Bit Integerization of Vision Transformers using Operand Reodering for Efficient Hardware Ching-Yi Lin Sahil Shah MQ 56 0 0 11 Apr 2025
EAGLE-3: Scaling up Inference Acceleration of Large Language Models via Training-Time Test Yuhui Li Fangyun Wei Chao Zhang Hongyang R. Zhang 100 3 0 03 Mar 2025
CipherPrune: Efficient and Scalable Private Transformer Inference Yancheng Zhang J. Xue Mengxin Zheng Mimi Xie Mingzhe Zhang Lei Jiang Qian Lou 38 2 0 24 Feb 2025
BEEM: Boosting Performance of Early Exit DNNs using Multi-Exit Classifiers as Experts Divya J. Bajpai M. Hanawal 63 0 0 02 Feb 2025
SageAttention: Accurate 8-Bit Attention for Plug-and-play Inference Acceleration Jintao Zhang Jia wei Pengle Zhang Jun-Jie Zhu Jun Zhu Jianfei Chen VLM MQ 63 18 0 03 Oct 2024
EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty Yuhui Li Fangyun Wei Chao Zhang Hongyang R. Zhang 17 114 0 26 Jan 2024
A Comparative Study of Machine Learning Algorithms for Anomaly Detection in Industrial Environments: Performance and Environmental Impact Álvaro Huertas-García Carlos Martí-González Rubén García Maezo Alejandro Echeverría Rey 6 2 0 01 Jul 2023
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 14 5 0 27 Oct 2022
Efficient Quantized Sparse Matrix Operations on Tensor Cores Shigang Li Kazuki Osawa Torsten Hoefler 69 26 0 14 Sep 2022
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 132 183 0 31 Dec 2020
BERT-of-Theseus: Compressing BERT by Progressive Module Replacing Canwen Xu Wangchunshu Zhou Tao Ge Furu Wei Ming Zhou 207 196 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 243 1,791 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 214 505 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 294 6,003 0 20 Apr 2018