MLKD-BERT: Multi-level Knowledge Distillation for Pre-trained Language
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MLKD-BERT: Multi-level Knowledge Distillation for Pre-trained Language Models

3 July 2024

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Papers citing "MLKD-BERT: Multi-level Knowledge Distillation for Pre-trained Language Models"

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Title
MiniLMv2: Multi-Head Self-Attention Relation Distillation for Compressing Pretrained Transformers Wenhui Wang Hangbo Bao Shaohan Huang Li Dong Furu Wei MQ 98 270 0 31 Dec 2020
MobileBERT: a Compact Task-Agnostic BERT for Resource-Limited Devices Zhiqing Sun Hongkun Yu Xiaodan Song Renjie Liu Yiming Yang Denny Zhou MQ 115 817 0 06 Apr 2020
MiniLM: Deep Self-Attention Distillation for Task-Agnostic Compression of Pre-Trained Transformers Wenhui Wang Furu Wei Li Dong Hangbo Bao Nan Yang Ming Zhou VLM 176 1,282 0 25 Feb 2020
Knowledge Distillation from Internal Representations Gustavo Aguilar Yuan Ling Yu Zhang Benjamin Yao Xing Fan Edward Guo 80 181 0 08 Oct 2019
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter Victor Sanh Lysandre Debut Julien Chaumond Thomas Wolf 255 7,554 0 02 Oct 2019
TinyBERT: Distilling BERT for Natural Language Understanding Xiaoqi Jiao Yichun Yin Lifeng Shang Xin Jiang Xiao Chen Linlin Li F. Wang Qun Liu VLM 113 1,872 0 23 Sep 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 686 24,557 0 26 Jul 2019
XLNet: Generalized Autoregressive Pretraining for Language Understanding Zhilin Yang Zihang Dai Yiming Yang J. Carbonell Ruslan Salakhutdinov Quoc V. Le AI4CE 236 8,451 0 19 Jun 2019
ERNIE: Enhanced Language Representation with Informative Entities Zhengyan Zhang Xu Han Zhiyuan Liu Xin Jiang Maosong Sun Qun Liu 113 1,402 0 17 May 2019
Distilling Task-Specific Knowledge from BERT into Simple Neural Networks Raphael Tang Yao Lu Linqing Liu Lili Mou Olga Vechtomova Jimmy J. Lin 75 421 0 28 Mar 2019
Know What You Don't Know: Unanswerable Questions for SQuAD Pranav Rajpurkar Robin Jia Percy Liang RALM ELM 292 2,854 0 11 Jun 2018
Neural Network Acceptability Judgments Alex Warstadt Amanpreet Singh Samuel R. Bowman 242 1,413 0 31 May 2018
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 1.1K 7,200 0 20 Apr 2018
SemEval-2017 Task 1: Semantic Textual Similarity - Multilingual and Cross-lingual Focused Evaluation Daniel Cer Mona T. Diab Eneko Agirre I. Lopez-Gazpio Lucia Specia 445 1,891 0 31 Jul 2017
A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference Adina Williams Nikita Nangia Samuel R. Bowman 524 4,497 0 18 Apr 2017
SQuAD: 100,000+ Questions for Machine Comprehension of Text Pranav Rajpurkar Jian Zhang Konstantin Lopyrev Percy Liang RALM 316 8,174 0 16 Jun 2016
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 402 33,565 0 16 Oct 2013