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BERT-Defense: A Probabilistic Model Based on BERT to Combat Cognitively
  Inspired Orthographic Adversarial Attacks

BERT-Defense: A Probabilistic Model Based on BERT to Combat Cognitively Inspired Orthographic Adversarial Attacks

2 June 2021
Yannik Keller
J. Mackensen
Steffen Eger
    AAML
ArXivPDFHTML

Papers citing "BERT-Defense: A Probabilistic Model Based on BERT to Combat Cognitively Inspired Orthographic Adversarial Attacks"

15 / 15 papers shown
Title
FLUKE: A Linguistically-Driven and Task-Agnostic Framework for Robustness Evaluation
FLUKE: A Linguistically-Driven and Task-Agnostic Framework for Robustness Evaluation
Yulia Otmakhova
Hung Thinh Truong
Rahmad Mahendra
Zenan Zhai
Rongxin Zhu
Daniel Beck
Jey Han Lau
ELM
75
0
0
24 Apr 2025
Improving deep learning with prior knowledge and cognitive models: A
  survey on enhancing explainability, adversarial robustness and zero-shot
  learning
Improving deep learning with prior knowledge and cognitive models: A survey on enhancing explainability, adversarial robustness and zero-shot learning
F. Mumuni
A. Mumuni
AAML
39
5
0
11 Mar 2024
Layer or Representation Space: What makes BERT-based Evaluation Metrics
  Robust?
Layer or Representation Space: What makes BERT-based Evaluation Metrics Robust?
Doan Nam Long Vu
N. Moosavi
Steffen Eger
36
9
0
06 Sep 2022
Language Modelling with Pixels
Language Modelling with Pixels
Phillip Rust
Jonas F. Lotz
Emanuele Bugliarello
Elizabeth Salesky
Miryam de Lhoneux
Desmond Elliott
VLM
38
46
0
14 Jul 2022
Don't sweat the small stuff, classify the rest: Sample Shielding to
  protect text classifiers against adversarial attacks
Don't sweat the small stuff, classify the rest: Sample Shielding to protect text classifiers against adversarial attacks
Jonathan Rusert
P. Srinivasan
AAML
19
3
0
03 May 2022
What do we Really Know about State of the Art NER?
What do we Really Know about State of the Art NER?
Sowmya Vajjala
Ramya Balasubramaniam
27
15
0
29 Apr 2022
Towards Explainable Evaluation Metrics for Natural Language Generation
Towards Explainable Evaluation Metrics for Natural Language Generation
Christoph Leiter
Piyawat Lertvittayakumjorn
M. Fomicheva
Wei-Ye Zhao
Yang Gao
Steffen Eger
AAML
ELM
30
20
0
21 Mar 2022
Detection of Word Adversarial Examples in Text Classification: Benchmark
  and Baseline via Robust Density Estimation
Detection of Word Adversarial Examples in Text Classification: Benchmark and Baseline via Robust Density Estimation
Kiyoon Yoo
Jangho Kim
Jiho Jang
Nojun Kwak
24
39
0
03 Mar 2022
Global Explainability of BERT-Based Evaluation Metrics by Disentangling
  along Linguistic Factors
Global Explainability of BERT-Based Evaluation Metrics by Disentangling along Linguistic Factors
Marvin Kaster
Wei-Ye Zhao
Steffen Eger
33
24
0
08 Oct 2021
Misspelling Correction with Pre-trained Contextual Language Model
Misspelling Correction with Pre-trained Contextual Language Model
Yifei Hu
X. Jing
Youlim Ko
Julia Taylor Rayz
KELM
34
26
0
08 Jan 2021
Word Shape Matters: Robust Machine Translation with Visual Embedding
Word Shape Matters: Robust Machine Translation with Visual Embedding
Haohan Wang
Peiyan Zhang
Eric Xing
150
13
0
20 Oct 2020
Robust Encodings: A Framework for Combating Adversarial Typos
Robust Encodings: A Framework for Combating Adversarial Typos
Erik Jones
Robin Jia
Aditi Raghunathan
Percy Liang
AAML
142
102
0
04 May 2020
Generating Natural Language Adversarial Examples
Generating Natural Language Adversarial Examples
M. Alzantot
Yash Sharma
Ahmed Elgohary
Bo-Jhang Ho
Mani B. Srivastava
Kai-Wei Chang
AAML
258
916
0
21 Apr 2018
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
304
6,996
0
20 Apr 2018
Adversarial Example Generation with Syntactically Controlled Paraphrase
  Networks
Adversarial Example Generation with Syntactically Controlled Paraphrase Networks
Mohit Iyyer
John Wieting
Kevin Gimpel
Luke Zettlemoyer
AAML
GAN
205
713
0
17 Apr 2018
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