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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
81
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 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 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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