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Your Language Model Can Secretly Write Like Humans: Contrastive Paraphrase Attacks on LLM-Generated Text Detectors

Your Language Model Can Secretly Write Like Humans: Contrastive Paraphrase Attacks on LLM-Generated Text Detectors

21 May 2025
Hao Fang
Jiawei Kong
Tianqu Zhuang
Yixiang Qiu
Kuofeng Gao
Bin Chen
Shu-Tao Xia
Yaowei Wang
Min Zhang
ArXivPDFHTML

Papers citing "Your Language Model Can Secretly Write Like Humans: Contrastive Paraphrase Attacks on LLM-Generated Text Detectors"

22 / 22 papers shown
Title
Large Language Models for Code Generation: A Comprehensive Survey of Challenges, Techniques, Evaluation, and Applications
Large Language Models for Code Generation: A Comprehensive Survey of Challenges, Techniques, Evaluation, and Applications
Nam Huynh
Beiyu Lin
LM&MA
110
16
0
03 Mar 2025
Can AI-Generated Text be Reliably Detected?
Can AI-Generated Text be Reliably Detected?
Vinu Sankar Sadasivan
Aounon Kumar
S. Balasubramanian
Wenxiao Wang
Soheil Feizi
DeLMO
206
388
0
20 Jan 2025
DeTeCtive: Detecting AI-generated Text via Multi-Level Contrastive
  Learning
DeTeCtive: Detecting AI-generated Text via Multi-Level Contrastive Learning
Xun Guo
Shan Zhang
Yongxin He
Ting Zhang
Wanquan Feng
Haibin Huang
Chongyang Ma
DeLMO
57
8
0
28 Oct 2024
RAFT: Realistic Attacks to Fool Text Detectors
RAFT: Realistic Attacks to Fool Text Detectors
James Wang
Ran Li
Junfeng Yang
Chengzhi Mao
AAML
DeLMO
30
4
0
04 Oct 2024
ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All
  Tools
ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools
Team GLM
:
Aohan Zeng
Bin Xu
Bowen Wang
...
Zhaoyu Wang
Zhen Yang
Zhengxiao Du
Zhenyu Hou
Zihan Wang
ALM
106
601
0
18 Jun 2024
Raidar: geneRative AI Detection viA Rewriting
Raidar: geneRative AI Detection viA Rewriting
Chengzhi Mao
Carl Vondrick
Hao Wang
Junfeng Yang
DeLMO
62
29
0
23 Jan 2024
Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text
  via Conditional Probability Curvature
Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature
Guangsheng Bao
Yanbin Zhao
Zhiyang Teng
Linyi Yang
Yue Zhang
53
149
0
08 Oct 2023
RADAR: Robust AI-Text Detection via Adversarial Learning
RADAR: Robust AI-Text Detection via Adversarial Learning
Xiaomeng Hu
Pin-Yu Chen
Tsung-Yi Ho
DeLMO
72
125
0
07 Jul 2023
DNA-GPT: Divergent N-Gram Analysis for Training-Free Detection of
  GPT-Generated Text
DNA-GPT: Divergent N-Gram Analysis for Training-Free Detection of GPT-Generated Text
Xianjun Yang
Wei Cheng
Yue Wu
Linda R. Petzold
William Yang Wang
Haifeng Chen
DeLMO
62
95
0
27 May 2023
Large Language Models can be Guided to Evade AI-Generated Text Detection
Large Language Models can be Guided to Evade AI-Generated Text Detection
Ning Lu
Shengcai Liu
Ruidan He
Qi Wang
Yew-Soon Ong
Jiaheng Zhang
SILM
66
53
0
18 May 2023
Paraphrasing evades detectors of AI-generated text, but retrieval is an
  effective defense
Paraphrasing evades detectors of AI-generated text, but retrieval is an effective defense
Kalpesh Krishna
Yixiao Song
Marzena Karpinska
John Wieting
Mohit Iyyer
DeLMO
48
320
0
23 Mar 2023
DetectGPT: Zero-Shot Machine-Generated Text Detection using Probability
  Curvature
DetectGPT: Zero-Shot Machine-Generated Text Detection using Probability Curvature
E. Mitchell
Yoonho Lee
Alexander Khazatsky
Christopher D. Manning
Chelsea Finn
79
619
0
26 Jan 2023
Contrastive Decoding: Open-ended Text Generation as Optimization
Contrastive Decoding: Open-ended Text Generation as Optimization
Xiang Lisa Li
Ari Holtzman
Daniel Fried
Percy Liang
Jason Eisner
Tatsunori Hashimoto
Luke Zettlemoyer
M. Lewis
93
358
0
27 Oct 2022
Generative Adversarial Networks
Generative Adversarial Networks
Gilad Cohen
Raja Giryes
GAN
267
30,123
0
01 Mar 2022
Exploring the Limits of Transfer Learning with a Unified Text-to-Text
  Transformer
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer
Colin Raffel
Noam M. Shazeer
Adam Roberts
Katherine Lee
Sharan Narang
Michael Matena
Yanqi Zhou
Wei Li
Peter J. Liu
AIMat
419
20,114
0
23 Oct 2019
Release Strategies and the Social Impacts of Language Models
Release Strategies and the Social Impacts of Language Models
Irene Solaiman
Miles Brundage
Jack Clark
Amanda Askell
Ariel Herbert-Voss
...
Miles McCain
Alex Newhouse
Jason Blazakis
Kris McGuffie
Jasmine Wang
80
627
0
24 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach
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
594
24,431
0
26 Jul 2019
ELI5: Long Form Question Answering
ELI5: Long Form Question Answering
Angela Fan
Yacine Jernite
Ethan Perez
David Grangier
Jason Weston
Michael Auli
AI4MH
ELM
82
617
0
22 Jul 2019
GLTR: Statistical Detection and Visualization of Generated Text
GLTR: Statistical Detection and Visualization of Generated Text
Sebastian Gehrmann
Hendrik Strobelt
Alexander M. Rush
DeLMO
110
542
0
10 Jun 2019
Unifying Human and Statistical Evaluation for Natural Language
  Generation
Unifying Human and Statistical Evaluation for Natural Language Generation
Tatsunori B. Hashimoto
Hugh Zhang
Percy Liang
63
223
0
04 Apr 2019
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional
  Neural Networks for Extreme Summarization
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization
Shashi Narayan
Shay B. Cohen
Mirella Lapata
AILaw
119
1,674
0
27 Aug 2018
SQuAD: 100,000+ Questions for Machine Comprehension of Text
SQuAD: 100,000+ Questions for Machine Comprehension of Text
Pranav Rajpurkar
Jian Zhang
Konstantin Lopyrev
Percy Liang
RALM
271
8,127
0
16 Jun 2016
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