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FastBERT: a Self-distilling BERT with Adaptive Inference Time

FastBERT: a Self-distilling BERT with Adaptive Inference Time

5 April 2020
Weijie Liu
Peng Zhou
Zhe Zhao
Zhiruo Wang
Haotang Deng
Qi Ju
ArXivPDFHTML

Papers citing "FastBERT: a Self-distilling BERT with Adaptive Inference Time"

30 / 30 papers shown
Title
DYNAMAX: Dynamic computing for Transformers and Mamba based architectures
DYNAMAX: Dynamic computing for Transformers and Mamba based architectures
Miguel Nogales
Matteo Gambella
Manuel Roveri
56
0
0
29 Apr 2025
BEEM: Boosting Performance of Early Exit DNNs using Multi-Exit Classifiers as Experts
BEEM: Boosting Performance of Early Exit DNNs using Multi-Exit Classifiers as Experts
Divya J. Bajpai
M. Hanawal
63
0
0
02 Feb 2025
On the Impact of White-box Deployment Strategies for Edge AI on Latency and Model Performance
On the Impact of White-box Deployment Strategies for Edge AI on Latency and Model Performance
Jaskirat Singh
Bram Adams
Ahmed E. Hassan
VLM
29
0
0
01 Nov 2024
Accelerating Large Language Model Inference with Self-Supervised Early
  Exits
Accelerating Large Language Model Inference with Self-Supervised Early Exits
Florian Valade
LRM
36
1
0
30 Jul 2024
Tiny Models are the Computational Saver for Large Models
Tiny Models are the Computational Saver for Large Models
Qingyuan Wang
B. Cardiff
Antoine Frappé
Benoît Larras
Deepu John
22
2
0
26 Mar 2024
On the Impact of Black-box Deployment Strategies for Edge AI on Latency and Model Performance
On the Impact of Black-box Deployment Strategies for Edge AI on Latency and Model Performance
Jaskirat Singh
Emad Fallahzadeh
Bram Adams
Ahmed E. Hassan
MQ
32
3
0
25 Mar 2024
DE$^3$-BERT: Distance-Enhanced Early Exiting for BERT based on
  Prototypical Networks
DE3^33-BERT: Distance-Enhanced Early Exiting for BERT based on Prototypical Networks
Jianing He
Qi Zhang
Weiping Ding
Duoqian Miao
Jun Zhao
Liang Hu
LongBing Cao
23
3
0
03 Feb 2024
AutoMix: Automatically Mixing Language Models
AutoMix: Automatically Mixing Language Models
Pranjal Aggarwal
Aman Madaan
Ankit Anand
Srividya Pranavi Potharaju
Swaroop Mishra
...
Karthik Kappaganthu
Yiming Yang
Shyam Upadhyay
Manaal Faruqui
Mausam
40
17
0
19 Oct 2023
An Ensemble Approach to Question Classification: Integrating Electra
  Transformer, GloVe, and LSTM
An Ensemble Approach to Question Classification: Integrating Electra Transformer, GloVe, and LSTM
Sanad Aburass
O. Dorgham
Maha Abu Rumman
14
3
0
13 Aug 2023
Vesper: A Compact and Effective Pretrained Model for Speech Emotion
  Recognition
Vesper: A Compact and Effective Pretrained Model for Speech Emotion Recognition
Weidong Chen
Xiaofen Xing
Peihao Chen
Xiangmin Xu
VLM
18
34
0
20 Jul 2023
Zero-TPrune: Zero-Shot Token Pruning through Leveraging of the Attention
  Graph in Pre-Trained Transformers
Zero-TPrune: Zero-Shot Token Pruning through Leveraging of the Attention Graph in Pre-Trained Transformers
Hongjie Wang
Bhishma Dedhia
N. Jha
ViT
VLM
23
25
0
27 May 2023
F-PABEE: Flexible-patience-based Early Exiting for Single-label and
  Multi-label text Classification Tasks
F-PABEE: Flexible-patience-based Early Exiting for Single-label and Multi-label text Classification Tasks
Xiangxiang Gao
Wei-wei Zhu
Jiasheng Gao
Congrui Yin
VLM
19
12
0
21 May 2023
Let's Sample Step by Step: Adaptive-Consistency for Efficient Reasoning
  and Coding with LLMs
Let's Sample Step by Step: Adaptive-Consistency for Efficient Reasoning and Coding with LLMs
Pranjal Aggarwal
Aman Madaan
Yiming Yang
Mausam
LRM
13
33
0
19 May 2023
A Comprehensive Survey of AI-Generated Content (AIGC): A History of
  Generative AI from GAN to ChatGPT
A Comprehensive Survey of AI-Generated Content (AIGC): A History of Generative AI from GAN to ChatGPT
Yihan Cao
Siyu Li
Yixin Liu
Zhiling Yan
Yutong Dai
Philip S. Yu
Lichao Sun
19
493
0
07 Mar 2023
Momentum Decoding: Open-ended Text Generation As Graph Exploration
Momentum Decoding: Open-ended Text Generation As Graph Exploration
Tian Lan
Yixuan Su
Shuhang Liu
Heyan Huang
Xian-Ling Mao
26
5
0
05 Dec 2022
Efficiently Controlling Multiple Risks with Pareto Testing
Efficiently Controlling Multiple Risks with Pareto Testing
Bracha Laufer-Goldshtein
Adam Fisch
Regina Barzilay
Tommi Jaakkola
25
16
0
14 Oct 2022
Fluid Batching: Exit-Aware Preemptive Serving of Early-Exit Neural
  Networks on Edge NPUs
Fluid Batching: Exit-Aware Preemptive Serving of Early-Exit Neural Networks on Edge NPUs
Alexandros Kouris
Stylianos I. Venieris
Stefanos Laskaridis
Nicholas D. Lane
30
8
0
27 Sep 2022
HiVLP: Hierarchical Vision-Language Pre-Training for Fast Image-Text
  Retrieval
HiVLP: Hierarchical Vision-Language Pre-Training for Fast Image-Text Retrieval
Feilong Chen
Xiuyi Chen
Jiaxin Shi
Duzhen Zhang
Jianlong Chang
Qi Tian
VLM
CLIP
29
6
0
24 May 2022
PALBERT: Teaching ALBERT to Ponder
PALBERT: Teaching ALBERT to Ponder
Nikita Balagansky
Daniil Gavrilov
MoE
13
6
0
07 Apr 2022
A Simple Hash-Based Early Exiting Approach For Language Understanding
  and Generation
A Simple Hash-Based Early Exiting Approach For Language Understanding and Generation
Tianxiang Sun
Xiangyang Liu
Wei-wei Zhu
Zhichao Geng
Lingling Wu
Yilong He
Yuan Ni
Guotong Xie
Xuanjing Huang
Xipeng Qiu
17
40
0
03 Mar 2022
Towards Efficient NLP: A Standard Evaluation and A Strong Baseline
Towards Efficient NLP: A Standard Evaluation and A Strong Baseline
Xiangyang Liu
Tianxiang Sun
Junliang He
Jiawen Wu
Lingling Wu
Xinyu Zhang
Hao Jiang
Zhao Cao
Xuanjing Huang
Xipeng Qiu
ELM
11
46
0
13 Oct 2021
CascadeBERT: Accelerating Inference of Pre-trained Language Models via
  Calibrated Complete Models Cascade
CascadeBERT: Accelerating Inference of Pre-trained Language Models via Calibrated Complete Models Cascade
Lei Li
Yankai Lin
Deli Chen
Shuhuai Ren
Peng Li
Jie Zhou
Xu Sun
16
51
0
29 Dec 2020
Pretrained Transformers for Text Ranking: BERT and Beyond
Pretrained Transformers for Text Ranking: BERT and Beyond
Jimmy J. Lin
Rodrigo Nogueira
Andrew Yates
VLM
214
607
0
13 Oct 2020
BERT-QE: Contextualized Query Expansion for Document Re-ranking
BERT-QE: Contextualized Query Expansion for Document Re-ranking
Zhi Zheng
Kai Hui
Ben He
Xianpei Han
Le Sun
Andrew Yates
6
93
0
15 Sep 2020
It's Not Just Size That Matters: Small Language Models Are Also Few-Shot
  Learners
It's Not Just Size That Matters: Small Language Models Are Also Few-Shot Learners
Timo Schick
Hinrich Schütze
13
950
0
15 Sep 2020
Knowledge Distillation: A Survey
Knowledge Distillation: A Survey
Jianping Gou
B. Yu
Stephen J. Maybank
Dacheng Tao
VLM
17
2,822
0
09 Jun 2020
Pre-trained Models for Natural Language Processing: A Survey
Pre-trained Models for Natural Language Processing: A Survey
Xipeng Qiu
Tianxiang Sun
Yige Xu
Yunfan Shao
Ning Dai
Xuanjing Huang
LM&MA
VLM
232
1,444
0
18 Mar 2020
K-BERT: Enabling Language Representation with Knowledge Graph
K-BERT: Enabling Language Representation with Knowledge Graph
Weijie Liu
Peng Zhou
Zhe Zhao
Zhiruo Wang
Qi Ju
Haotang Deng
Ping Wang
220
773
0
17 Sep 2019
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language
  Understanding
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
6,927
0
20 Apr 2018
Convolutional Neural Networks for Sentence Classification
Convolutional Neural Networks for Sentence Classification
Yoon Kim
AILaw
VLM
241
13,283
0
25 Aug 2014
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