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DetectGPT: Zero-Shot Machine-Generated Text Detection using Probability Curvature

26 January 2023

E. Mitchell

Yoonho Lee

Alexander Khazatsky

Christopher D. Manning

Chelsea Finn

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Papers citing "DetectGPT: Zero-Shot Machine-Generated Text Detection using Probability Curvature"

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Title
GPT Editors, Not Authors: The Stylistic Footprint of LLMs in Academic Preprints Soren DeHaan Yuanze Liu Johan Bollen Saúl A. Blanco DeLMO 62 0 0 22 May 2025
Your Language Model Can Secretly Write Like Humans: Contrastive Paraphrase Attacks on LLM-Generated Text Detectors Hao Fang Jiawei Kong Tianqu Zhuang Yixiang Qiu Kuofeng Gao Bin Chen Shu-Tao Xia Yaowei Wang Min Zhang 100 0 0 21 May 2025
Reliably Bounding False Positives: A Zero-Shot Machine-Generated Text Detection Framework via Multiscaled Conformal Prediction Xiaowei Zhu Yubing Ren Yanan Cao Xixun Lin Fang Fang Yangxi Li 163 0 0 08 May 2025
An End-to-End Model For Logits Based Large Language Models Watermarking Kahim Wong Jicheng Zhou Jiantao Zhou Yain-Whar Si WaLM 116 2 0 05 May 2025
Robust and Fine-Grained Detection of AI Generated Texts Ram Mohan Rao Kadiyala Siddartha Pullakhandam Kanwal Mehreen Drishti Sharma Siddhant Gupta ... Arvind Reddy Bobbili Suraj Telugara Chandrashekhar Modabbir Adeeb Srinadh Vura Hamza Farooq DeLMO 110 0 0 16 Apr 2025
Could AI Trace and Explain the Origins of AI-Generated Images and Text? Hongchao Fang Yixin Liu Ran Xu Can Qin Yang Liu Feng Liu Lichao Sun Dongwon Lee Lifu Huang Wenpeng Yin DeLMO 128 0 0 05 Apr 2025
TH-Bench: Evaluating Evading Attacks via Humanizing AI Text on Machine-Generated Text Detectors Jingyi Zheng Junfeng Wang Zhen Sun Wenhan Dong Yule Liu Xinlei He AAML 91 0 0 10 Mar 2025
Steganography Beyond Space-Time with Chain of Multimodal AI Ching-Chun Chang Isao Echizen 147 0 0 25 Feb 2025
Almost AI, Almost Human: The Challenge of Detecting AI-Polished Writing Shoumik Saha Soheil Feizi DeLMO 114 3 0 21 Feb 2025
Machine-generated text detection prevents language model collapse George Drayson Emine Yilmaz Vasileios Lampos DeLMO 175 1 0 21 Feb 2025
Glimpse: Enabling White-Box Methods to Use Proprietary Models for Zero-Shot LLM-Generated Text Detection Guangsheng Bao Yanbin Zhao Juncai He Yue Zhang VLM 150 3 0 20 Feb 2025
Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Yueying Zou Peipei Li Zekun Li Huaibo Huang Xing Cui Xuannan Liu Chenghanyu Zhang Ran He DeLMO 200 3 0 07 Feb 2025
Adversarial Attacks on AI-Generated Text Detection Models: A Token Probability-Based Approach Using Embeddings Ahmed K. Kadhim Lei Jiao Rishad Shafik Ole-Christoffer Granmo DeLMO 163 1 0 31 Jan 2025
Synthetic Data Can Mislead Evaluations: Membership Inference as Machine Text Detection Ali Naseh Niloofar Mireshghallah 115 0 0 20 Jan 2025
Can AI-Generated Text be Reliably Detected? Vinu Sankar Sadasivan Aounon Kumar S. Balasubramanian Wenxiao Wang Soheil Feizi DeLMO 245 389 0 20 Jan 2025
AI-generated Image Detection: Passive or Watermark? Moyang Guo Yuepeng Hu Zhengyuan Jiang Zeyu Li Amir Sadovnik Arka Daw Neil Zhenqiang Gong 199 1 0 20 Nov 2024
Beemo: Benchmark of Expert-edited Machine-generated Outputs Ekaterina Artemova Jason Samuel Lucas Saranya Venkatraman Jooyoung Lee Sergei Tilga Adaku Uchendu Vladislav Mikhailov DeLMO MoE 142 8 0 06 Nov 2024
DetectRL: Benchmarking LLM-Generated Text Detection in Real-World Scenarios Junchao Wu Runzhe Zhan Derek F. Wong Shu Yang Xinyi Yang Yulin Yuan Lidia S. Chao DeLMO 158 2 0 31 Oct 2024
Online Detection of LLM-Generated Texts via Sequential Hypothesis Testing by Betting Can Chen Jun-Kun Wang DeLMO 131 0 0 29 Oct 2024
Does Data Contamination Detection Work (Well) for LLMs? A Survey and Evaluation on Detection Assumptions Yujuan Fu Özlem Uzuner Meliha Yetisgen Fei Xia 105 8 0 24 Oct 2024
Are AI Detectors Good Enough? A Survey on Quality of Datasets With Machine-Generated Texts German Gritsai Anastasia Voznyuk Andrey Grabovoy Yury Chekhovich DeLMO 123 2 0 18 Oct 2024
Beyond Binary: Towards Fine-Grained LLM-Generated Text Detection via Role Recognition and Involvement Measurement Zihao Cheng Li Zhou Feng Jiang Benyou Wang Haoyang Li DeLMO 91 5 0 18 Oct 2024
On the Risk of Evidence Pollution for Malicious Social Text Detection in the Era of LLMs Herun Wan Minnan Luo Zhixiong Su Guang Dai Xiang Zhao DeLMO 95 1 0 16 Oct 2024
AI as Humanity's Salieri: Quantifying Linguistic Creativity of Language Models via Systematic Attribution of Machine Text against Web Text Ximing Lu Melanie Sclar Skyler Hallinan Niloofar Mireshghallah Jiacheng Liu ... Allyson Ettinger Liwei Jiang Khyathi Chandu Nouha Dziri Yejin Choi DeLMO 91 16 0 05 Oct 2024
FineCops-Ref: A new Dataset and Task for Fine-Grained Compositional Referring Expression Comprehension Junzhuo Liu Xiaohu Yang Weiwei Li Peng Wang ObjD 126 5 0 23 Sep 2024
Measuring Human Contribution in AI-Assisted Content Generation Yueqi Xie Tao Qi Jingwei Yi Ryan Whalen Junming Huang Qian Ding Yu Xie Xing Xie Fangzhao Wu Fangzhao Wu 93 2 0 27 Aug 2024
Learning to Rewrite: Generalized LLM-Generated Text Detection Wei Hao Ran Li Weiliang Zhao Junfeng Yang Chengzhi Mao DeLMO 105 4 0 08 Aug 2024
LLM-DetectAIve: a Tool for Fine-Grained Machine-Generated Text Detection Mervat Abassy Kareem Elozeiri Alexander Aziz Minh Ngoc Ta Raj Vardhan Tomar ... Alham Fikri Aji Artem Shelmanov Nizar Habash Iryna Gurevych Preslav Nakov DeLMO 107 21 0 08 Aug 2024
Watermark Smoothing Attacks against Language Models Hongyan Chang Hamed Hassani Reza Shokri WaLM 120 3 0 19 Jul 2024
Is Contrasting All You Need? Contrastive Learning for the Detection and Attribution of AI-generated Text Lucio La Cava Davide Costa Andrea Tagarelli DeLMO 96 3 0 12 Jul 2024
Detecting AI-Generated Text: Factors Influencing Detectability with Current Methods Kathleen C. Fraser Hillary Dawkins S. Kiritchenko DeLMO 141 13 0 21 Jun 2024
Watermarking Language Models with Error Correcting Codes Patrick Chao Yan Sun Edgar Dobriban Hamed Hassani WaLM 148 4 0 12 Jun 2024
Slaves to the Law of Large Numbers: An Asymptotic Equipartition Property for Perplexity in Generative Language Models Avinash Mudireddy Tyler Bell R. Mudumbai 58 2 0 22 May 2024
Who Wrote This? The Key to Zero-Shot LLM-Generated Text Detection Is GECScore Junchao Wu Runzhe Zhan Derek F. Wong Shu Yang Xuebo Liu Lidia S. Chao Min Zhang DeLMO 121 5 0 07 May 2024
ClashEval: Quantifying the tug-of-war between an LLM's internal prior and external evidence Kevin Wu Eric Wu James Zou AAML 125 48 0 16 Apr 2024
Min-K%++: Improved Baseline for Detecting Pre-Training Data from Large Language Models Jingyang Zhang Jingwei Sun Eric C. Yeats Ouyang Yang Martin Kuo Jianyi Zhang Hao Frank Yang Hai "Helen" Li 123 54 0 03 Apr 2024
Watermarks in the Sand: Impossibility of Strong Watermarking for Generative Models Hanlin Zhang Benjamin L. Edelman Danilo Francati Daniele Venturi G. Ateniese Boaz Barak WaLM 232 64 0 07 Nov 2023
Necessary and Sufficient Watermark for Large Language Models Yuki Takezawa Ryoma Sato Han Bao Kenta Niwa Makoto Yamada WaLM 111 8 0 02 Oct 2023
HowkGPT: Investigating the Detection of ChatGPT-generated University Student Homework through Context-Aware Perplexity Analysis Christoforos Vasilatos Manaar Alam Talal Rahwan Yasir Zaki Michail Maniatakos DeLMO 123 36 0 26 May 2023
Smaller Language Models are Better Black-box Machine-Generated Text Detectors Niloofar Mireshghallah Justus Mattern Sicun Gao Reza Shokri Taylor Berg-Kirkpatrick DeLMO 101 48 0 17 May 2023
GPT detectors are biased against non-native English writers Weixin Liang Mert Yuksekgonul Yining Mao Eric Wu James Zou DeLMO 102 302 0 06 Apr 2023
Paraphrasing evades detectors of AI-generated text, but retrieval is an effective defense Kalpesh Krishna Yixiao Song Marzena Karpinska John Wieting Mohit Iyyer DeLMO 72 323 0 23 Mar 2023
A Watermark for Large Language Models John Kirchenbauer Jonas Geiping Yuxin Wen Jonathan Katz Ian Miers Tom Goldstein VLM WaLM 113 508 0 24 Jan 2023
OPT: Open Pre-trained Transformer Language Models Susan Zhang Stephen Roller Naman Goyal Mikel Artetxe Moya Chen ... Daniel Simig Punit Singh Koura Anjali Sridhar Tianlu Wang Luke Zettlemoyer VLM OSLM AI4CE 362 3,699 0 02 May 2022
GPT-NeoX-20B: An Open-Source Autoregressive Language Model Sid Black Stella Biderman Eric Hallahan Quentin G. Anthony Leo Gao ... Shivanshu Purohit Laria Reynolds J. Tow Benqi Wang Samuel Weinbach 183 836 0 14 Apr 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 533 6,301 0 05 Apr 2022
TruthfulQA: Measuring How Models Mimic Human Falsehoods Stephanie C. Lin Jacob Hilton Owain Evans HILM 149 1,942 0 08 Sep 2021
Multi-attentional Deepfake Detection Hanqing Zhao Wenbo Zhou Dongdong Chen Tianyi Wei Weiming Zhang Nenghai Yu 3DPC 108 627 0 03 Mar 2021
WildDeepfake: A Challenging Real-World Dataset for Deepfake Detection Bojia Zi Minghao Chang Jingjing Chen Xingjun Ma Yu-Gang Jiang CVBM 153 392 0 05 Jan 2021
Automatic Detection of Machine Generated Text: A Critical Survey Ganesh Jawahar Muhammad Abdul-Mageed L. Lakshmanan DeLMO 76 238 0 02 Nov 2020