A Comparative Analysis of Task-Agnostic Distillation Methods for
Compressing Transformer Language Models

A Comparative Analysis of Task-Agnostic Distillation Methods for Compressing Transformer Language Models

13 October 2023

Bishwaranjan Bhattacharjee

Papers citing "A Comparative Analysis of Task-Agnostic Distillation Methods for Compressing Transformer Language Models"

11 / 11 papers shown

Title
GPTA: Generative Prompt Tuning Assistant for Synergistic Downstream Neural Network Enhancement with LLMs Xiao Liu Jiawei Zhang 24 0 0 29 Mar 2024
Multiple Representation Transfer from Large Language Models to End-to-End ASR Systems Takuma Udagawa Masayuki Suzuki Gakuto Kurata Masayasu Muraoka G. Saon 22 2 0 07 Sep 2023
Neural Architecture Search for Effective Teacher-Student Knowledge Transfer in Language Models Aashka Trivedi Takuma Udagawa Michele Merler Rameswar Panda Yousef El-Kurdi Bishwaranjan Bhattacharjee 14 6 0 16 Mar 2023
Multilingual Representation Distillation with Contrastive Learning Weiting Tan Kevin Heffernan Holger Schwenk Philipp Koehn 35 16 0 10 Oct 2022
Distilling Linguistic Context for Language Model Compression Geondo Park Gyeongman Kim Eunho Yang 45 37 0 17 Sep 2021
I-BERT: Integer-only BERT Quantization Sehoon Kim A. Gholami Z. Yao Michael W. Mahoney Kurt Keutzer MQ 86 336 0 05 Jan 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 138 221 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
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 226 4,424 0 23 Jan 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 225 571 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 6,943 0 20 Apr 2018