Machine Generated Text: A Comprehensive Survey of Threat Models and Detection Methods

13 October 2022

Nathalie Japkowicz

Papers citing "Machine Generated Text: A Comprehensive Survey of Threat Models and Detection Methods"

50 / 62 papers shown

Title
Watermarking for AI Content Detection: A Review on Text, Visual, and Audio Modalities Lele Cao 41 0 0 02 Apr 2025
A Practical Synthesis of Detecting AI-Generated Textual, Visual, and Audio Content Lele Cao DeLMO 47 0 0 02 Apr 2025
Beyond speculation: Measuring the growing presence of LLM-generated texts in multilingual disinformation Dominik Macko Aashish Anantha Ramakrishnan Jason Samuel Lucas Robert Moro Ivan Srba Adaku Uchendu Dongwon Lee DeLMO 57 0 0 29 Mar 2025
Aero-LLM: A Distributed Framework for Secure UAV Communication and Intelligent Decision-Making Balakrishnan Dharmalingam Rajdeep Mukherjee Brett Piggott Guohuan Feng Anyi Liu 44 1 0 05 Feb 2025
BiMarker: Enhancing Text Watermark Detection for Large Language Models with Bipolar Watermarks Zhuang Li 48 1 0 21 Jan 2025
Using Machine Learning to Distinguish Human-written from Machine-generated Creative Fiction Andrea Cristina McGlinchey Peter J Barclay DeLMO 78 0 0 15 Dec 2024
TransitGPT: A Generative AI-based framework for interacting with GTFS data using Large Language Models Saipraneeth Devunuri Lewis J. Lehe LM&MA 73 1 0 07 Dec 2024
ThreatModeling-LLM: Automating Threat Modeling using Large Language Models for Banking System Shuiqiao Yang Tingmin Wu Shigang Liu David D. Nguyen Seung Ick Jang A. Abuadbba 84 1 0 26 Nov 2024
SoK: Prompt Hacking of Large Language Models Baha Rababah Shang Wu Matthew Kwiatkowski Carson Leung Cuneyt Gurcan Akcora AAML 38 2 0 16 Oct 2024
Training-free LLM-generated Text Detection by Mining Token Probability Sequences Yihuai Xu Yongwei Wang Yifei Bi Huangsen Cao Zhouhan Lin Yu Zhao Fei Wu DeLMO 21 0 0 08 Oct 2024
iGAiVA: Integrated Generative AI and Visual Analytics in a Machine Learning Workflow for Text Classification Yuanzhe Jin Adrian Carrasco-Revilla Min Chen VLM 27 1 0 24 Sep 2024
Prompt Obfuscation for Large Language Models David Pape Thorsten Eisenhofer Thorsten Eisenhofer Lea Schönherr AAML 33 2 0 17 Sep 2024
Is the Digital Forensics and Incident Response Pipeline Ready for Text-Based Threats in LLM Era? AV Bhandarkar Ronald Wilson Anushka Swarup Mengdi Zhu Damon Woodard 29 1 0 25 Jul 2024
Detecting AI-Generated Text: Factors Influencing Detectability with Current Methods Kathleen C. Fraser Hillary Dawkins S. Kiritchenko DeLMO 73 7 0 21 Jun 2024
Threat Modelling and Risk Analysis for Large Language Model (LLM)-Powered Applications Stephen Burabari Tete 34 6 0 16 Jun 2024
Knowledge Return Oriented Prompting (KROP) Jason Martin Kenneth Yeung 33 0 0 11 Jun 2024
Exploring Vulnerabilities and Protections in Large Language Models: A Survey Frank Weizhen Liu Chenhui Hu AAML 37 7 0 01 Jun 2024
Who Writes the Review, Human or AI? Panagiotis C. Theocharopoulos S. Georgakopoulos S. Tasoulis V. Plagianakos DeLMO 19 0 0 30 May 2024
Exploring the Potential of Conversational AI Support for Agent-Based Social Simulation Model Design P. Siebers 32 0 0 12 May 2024
LLM Evaluators Recognize and Favor Their Own Generations Arjun Panickssery Samuel R. Bowman Shi Feng 36 156 0 15 Apr 2024
Mapping the Increasing Use of LLMs in Scientific Papers Weixin Liang Yaohui Zhang Zhengxuan Wu Haley Lepp Wenlong Ji ... Zhi Huang Diyi Yang Christopher Potts Christopher D. Manning James Y. Zou AI4CE DeLMO 44 59 0 01 Apr 2024
Monitoring AI-Modified Content at Scale: A Case Study on the Impact of ChatGPT on AI Conference Peer Reviews Weixin Liang Zachary Izzo Yaohui Zhang Haley Lepp Hancheng Cao ... Haotian Ye Sheng Liu Zhi Huang Daniel A. McFarland James Y. Zou DeLMO 71 84 0 11 Mar 2024
On the Societal Impact of Open Foundation Models Sayash Kapoor Rishi Bommasani Kevin Klyman Shayne Longpre Ashwin Ramaswami ... Victor Storchan Daniel Zhang Daniel E. Ho Percy Liang Arvind Narayanan 26 54 0 27 Feb 2024
Watermarking Makes Language Models Radioactive Tom Sander Pierre Fernandez Alain Durmus Matthijs Douze Teddy Furon WaLM 33 11 0 22 Feb 2024
Whispers in the Machine: Confidentiality in LLM-integrated Systems Jonathan Evertz Merlin Chlosta Lea Schonherr Thorsten Eisenhofer 69 17 0 10 Feb 2024
Security and Privacy Challenges of Large Language Models: A Survey B. Das M. H. Amini Yanzhao Wu PILM ELM 19 102 0 30 Jan 2024
Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text Abhimanyu Hans Avi Schwarzschild Valeriia Cherepanova Hamid Kazemi Aniruddha Saha Micah Goldblum Jonas Geiping Tom Goldstein DeLMO 36 82 0 22 Jan 2024
Detecting Multimedia Generated by Large AI Models: A Survey Li Lin Neeraj Gupta Yue Zhang Hainan Ren Chun-Hao Liu Feng Ding Xin Eric Wang X. Li Luisa Verdoliva Shu Hu 86 56 0 22 Jan 2024
Deciphering Textual Authenticity: A Generalized Strategy through the Lens of Large Language Semantics for Detecting Human vs. Machine-Generated Text Mazal Bethany Brandon Wherry Emet Bethany Nishant Vishwamitra Anthony Rios Peyman Najafirad DeLMO 28 3 0 17 Jan 2024
Risk Taxonomy, Mitigation, and Assessment Benchmarks of Large Language Model Systems Tianyu Cui Yanling Wang Chuanpu Fu Yong Xiao Sijia Li ... Junwu Xiong Xinyu Kong Zujie Wen Ke Xu Qi Li 57 56 0 11 Jan 2024
AuthentiGPT: Detecting Machine-Generated Text via Black-Box Language Models Denoising Zhen Guo Shangdi Yu DeLMO 21 10 0 13 Nov 2023
A Survey on LLM-Generated Text Detection: Necessity, Methods, and Future Directions Junchao Wu Shu Yang Runzhe Zhan Yulin Yuan Derek F. Wong Lidia S. Chao DeLMO 24 23 0 23 Oct 2023
GPT-who: An Information Density-based Machine-Generated Text Detector Saranya Venkatraman Adaku Uchendu Dongwon Lee DeLMO 24 33 0 09 Oct 2023
SemStamp: A Semantic Watermark with Paraphrastic Robustness for Text Generation Abe Bohan Hou Jingyu Zhang Tianxing He Yichen Wang Yung-Sung Chuang Hongwei Wang Lingfeng Shen Benjamin Van Durme Daniel Khashabi Yulia Tsvetkov WaLM 32 0 0 06 Oct 2023
Can LLM-Generated Misinformation Be Detected? Canyu Chen Kai Shu DeLMO 29 158 0 25 Sep 2023
Unbiased Watermark for Large Language Models Zhengmian Hu Lichang Chen Xidong Wu Yihan Wu Hongyang R. Zhang Heng-Chiao Huang WaLM 36 45 0 22 Sep 2023
Model Leeching: An Extraction Attack Targeting LLMs Lewis Birch William Hackett Stefan Trawicki N. Suri Peter Garraghan 24 13 0 19 Sep 2023
Detecting ChatGPT: A Survey of the State of Detecting ChatGPT-Generated Text Mahdi Dhaini Wessel Poelman Ege Erdogan DeLMO 47 12 0 14 Sep 2023
Anatomy of an AI-powered malicious social botnet Kai-Cheng Yang Filippo Menczer DeLMO 35 66 0 30 Jul 2023
Three Bricks to Consolidate Watermarks for Large Language Models Pierre Fernandez Antoine Chaffin Karim Tit Vivien Chappelier Teddy Furon WaLM 19 47 0 26 Jul 2023
OUTFOX: LLM-Generated Essay Detection Through In-Context Learning with Adversarially Generated Examples Ryuto Koike Masahiro Kaneko Naoaki Okazaki DeLMO 32 74 0 21 Jul 2023
Safeguarding Crowdsourcing Surveys from ChatGPT with Prompt Injection Chaofan Wang Samuel Kernan Freire Mo Zhang Jing Wei Jorge Goncalves V. Kostakos Zhanna Sarsenbayeva Christina Schneegass A. Bozzon E. Niforatos SILM 16 11 0 15 Jun 2023
The Age of Synthetic Realities: Challenges and Opportunities J. P. Cardenuto Jing Yang Rafael Padilha Renjie Wan Daniel Moreira Haoliang Li Shiqi Wang Fernanda A. Andaló Sébastien Marcel Anderson de Rezende Rocha DeLMO 42 29 0 09 Jun 2023
On the Reliability of Watermarks for Large Language Models John Kirchenbauer Jonas Geiping Yuxin Wen Manli Shu Khalid Saifullah Kezhi Kong Kasun Fernando Aniruddha Saha Micah Goldblum Tom Goldstein WaLM 16 113 0 07 Jun 2023
Prompt Engineering for Healthcare: Methodologies and Applications Jiaqi Wang Enze Shi Sigang Yu Zihao Wu Chong Ma ... Dajiang Zhu Yixuan Yuan Dinggang Shen Tianming Liu Shu Zhang LM&MA 44 111 0 28 Apr 2023
Detection of Fake Generated Scientific Abstracts Panagiotis C. Theocharopoulos Panagiotis Anagnostou Anastasia Tsoukala S. Georgakopoulos S. Tasoulis V. Plagianakos DeLMO 13 8 0 12 Apr 2023
Towards an Understanding and Explanation for Mixed-Initiative Artificial Scientific Text Detection Luoxuan Weng Minfeng Zhu Kamkwai Wong Siyi Liu Jiashun Sun Hang Zhu Dongming Han Wei-Neng Chen DeLMO 24 8 0 11 Apr 2023
GPT detectors are biased against non-native English writers Weixin Liang Mert Yuksekgonul Yining Mao E. Wu James Y. Zou DeLMO 36 273 0 06 Apr 2023
Assessing Language Model Deployment with Risk Cards Leon Derczynski Hannah Rose Kirk Vidhisha Balachandran Sachin Kumar Yulia Tsvetkov M. Leiser Saif Mohammad 20 42 0 31 Mar 2023
On the Creativity of Large Language Models Giorgio Franceschelli Mirco Musolesi 72 51 0 27 Mar 2023