Automatic Detection of Machine Generated Text: A Critical Survey

2 November 2020

Ganesh Jawahar

Muhammad Abdul-Mageed

L. Lakshmanan

DeLMO

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Papers citing "Automatic Detection of Machine Generated Text: A Critical Survey"

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Title
An End-to-End Model For Logits Based Large Language Models Watermarking Kahim Wong Jicheng Zhou Jiantao Zhou Yain-Whar Si WaLM 37 2 0 05 May 2025
BiMarker: Enhancing Text Watermark Detection for Large Language Models with Bipolar Watermarks Zhuang Li 50 1 0 21 Jan 2025
Can AI-Generated Text be Reliably Detected? Vinu Sankar Sadasivan Aounon Kumar S. Balasubramanian Wenxiao Wang S. Feizi DeLMO 81 365 0 20 Jan 2025
Online Detecting LLM-Generated Texts via Sequential Hypothesis Testing by Betting Can Chen Jun-Kun Wang DeLMO 42 0 0 29 Oct 2024
Improving Model Evaluation using SMART Filtering of Benchmark Datasets Vipul Gupta Candace Ross David Pantoja R. Passonneau Megan Ung Adina Williams 91 1 0 26 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 Yiming Li DeLMO 47 4 0 18 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 80 1 0 18 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 28 0 0 08 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 Raghavi Chandu Nouha Dziri Yejin Choi DeLMO 54 11 0 05 Oct 2024
Automatic Detection of LLM-generated Code: A Case Study of Claude 3 Haiku Musfiqur Rahman SayedHassan Khatoonabadi Ahmad Abdellatif Emad Shihab 38 3 0 02 Sep 2024
SYNTHEVAL: Hybrid Behavioral Testing of NLP Models with Synthetic CheckLists Raoyuan Zhao Abdullatif Köksal Yihong Liu Leonie Weissweiler Anna Korhonen Hinrich Schütze SyDa 41 1 0 30 Aug 2024
Watermark Smoothing Attacks against Language Models Hongyan Chang Hamed Hassani Reza Shokri WaLM 67 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 40 2 0 12 Jul 2024
Stylometric Watermarks for Large Language Models Georg Niess Roman Kern 46 2 0 14 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 46 4 0 07 May 2024
LLM Evaluators Recognize and Favor Their Own Generations Arjun Panickssery Samuel R. Bowman Shi Feng 50 159 0 15 Apr 2024
MUGC: Machine Generated versus User Generated Content Detection Yaqi Xie Anjali Rawal Yujing Cen Dixuan Zhao S. K. Narang Shanu Sushmita DeLMO 43 3 0 28 Mar 2024
Generative Models are Self-Watermarked: Declaring Model Authentication through Re-Generation Aditya Desu Xuanli He Qiongkai Xu Wei Lu WIGM 26 1 0 23 Feb 2024
Excuse me, sir? Your language model is leaking (information) Or Zamir WaLM 25 5 0 18 Jan 2024
Adapting Fake News Detection to the Era of Large Language Models Jinyan Su Claire Cardie Preslav Nakov DeLMO 40 18 0 02 Nov 2023
Publicly-Detectable Watermarking for Language Models Jaiden Fairoze Sanjam Garg Somesh Jha Saeed Mahloujifar Mohammad Mahmoody Mingyuan Wang WaLM 139 45 0 27 Oct 2023
GPT-who: An Information Density-based Machine-Generated Text Detector Saranya Venkatraman Adaku Uchendu Dongwon Lee DeLMO 32 34 0 09 Oct 2023
From Text to Source: Results in Detecting Large Language Model-Generated Content Wissam Antoun Benoît Sagot Djamé Seddah DeLMO 33 11 0 23 Sep 2023
Robust Distortion-free Watermarks for Language Models Rohith Kuditipudi John Thickstun Tatsunori Hashimoto Percy Liang WaLM 44 159 0 28 Jul 2023
Watermarking Conditional Text Generation for AI Detection: Unveiling Challenges and a Semantic-Aware Watermark Remedy Yu Fu Deyi Xiong Yue Dong WaLM 53 31 0 25 Jul 2023
Evade ChatGPT Detectors via A Single Space Shuyang Cai Wanyun Cui DeLMO 41 15 0 05 Jul 2023
AI Transparency in the Age of LLMs: A Human-Centered Research Roadmap Q. V. Liao J. Vaughan 44 159 0 02 Jun 2023
Efficient Detection of LLM-generated Texts with a Bayesian Surrogate Model Yibo Miao Hongcheng Gao Hao Zhang Zhijie Deng DeLMO 32 20 0 26 May 2023
DetectLLM: Leveraging Log Rank Information for Zero-Shot Detection of Machine-Generated Text Jinyan Su Terry Yue Zhuo Di Wang Preslav Nakov DeLMO 47 121 0 23 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 27 48 0 17 May 2023
GPT-Sentinel: Distinguishing Human and ChatGPT Generated Content Yutian Chen Hao Kang Vivian Zhai Liang Li Rita Singh B. Ramakrishnan DeLMO 25 56 0 13 May 2023
ChatGPT or academic scientist? Distinguishing authorship with over 99% accuracy using off-the-shelf machine learning tools H. Desaire Aleesa E Chua Madeline Isom Romana Jarosova David C. Hua DeLMO 21 6 0 28 Mar 2023
An Overview on Language Models: Recent Developments and Outlook Chengwei Wei Yun Cheng Wang Bin Wang C.-C. Jay Kuo 27 42 0 10 Mar 2023
Stylometric Detection of AI-Generated Text in Twitter Timelines Tharindu Kumarage Joshua Garland Amrita Bhattacharjee K. Trapeznikov Scott W. Ruston Huan Liu DeLMO 33 56 0 07 Mar 2023
The Gradient of Generative AI Release: Methods and Considerations Irene Solaiman 33 98 0 05 Feb 2023
Attribution and Obfuscation of Neural Text Authorship: A Data Mining Perspective Adaku Uchendu Thai Le Dongwon Lee DeLMO 32 41 0 19 Oct 2022
Machine Generated Text: A Comprehensive Survey of Threat Models and Detection Methods Evan Crothers Nathalie Japkowicz H. Viktor DeLMO 50 107 0 13 Oct 2022
Whodunit? Learning to Contrast for Authorship Attribution Bo Ai Yuchen Wang Yugin Tan Samson Tan SSL 21 17 0 23 Sep 2022
A Comprehensive Survey of Natural Language Generation Advances from the Perspective of Digital Deception Keenan I. Jones Enes ALTUNCU V. N. Franqueira Yi-Chia Wang Shujun Li DeLMO 39 3 0 11 Aug 2022
DIALOG-22 RuATD Generated Text Detection Narek Maloyan Bulat Nutfullin Eugene Ilyushin DeLMO 24 8 0 16 Jun 2022
Findings of the The RuATD Shared Task 2022 on Artificial Text Detection in Russian T. Shamardina Vladislav Mikhailov Daniil Chernianskii Alena Fenogenova Marat Saidov A. Valeeva Tatiana Shavrina I. Smurov E. Tutubalina Ekaterina Artemova DeLMO 16 30 0 03 Jun 2022
An Overview of Recent Work in Media Forensics: Methods and Threats Kratika Bhagtani A. Yadav Emily R. Bartusiak Ziyue Xiang Ruiting Shao Sriram Baireddy Edward J. Delp AAML 52 25 0 26 Apr 2022
mGPT: Few-Shot Learners Go Multilingual Oleh Shliazhko Alena Fenogenova Maria Tikhonova Vladislav Mikhailov Anastasia Kozlova Tatiana Shavrina 49 149 0 15 Apr 2022
Automatic Detection of Entity-Manipulated Text using Factual Knowledge Ganesh Jawahar Muhammad Abdul-Mageed L. Lakshmanan DeLMO 22 10 0 19 Mar 2022
Are You Robert or RoBERTa? Deceiving Online Authorship Attribution Models Using Neural Text Generators Keenan I. Jones Jason R. C. Nurse Shujun Li DeLMO 24 19 0 18 Mar 2022
Survey of Generative Methods for Social Media Analysis Stan Matwin Aristides Milios P. Prałat Amílcar Soares Franccois Théberge 27 3 0 13 Dec 2021
TURINGBENCH: A Benchmark Environment for Turing Test in the Age of Neural Text Generation Adaku Uchendu Zeyu Ma Thai Le Rui Zhang Dongwon Lee DeLMO 31 123 0 27 Sep 2021
AraStance: A Multi-Country and Multi-Domain Dataset of Arabic Stance Detection for Fact Checking Tariq Alhindi Amal Alabdulkarim A. Alshehri Muhammad Abdul-Mageed Preslav Nakov 11 26 0 28 Apr 2021
AraGPT2: Pre-Trained Transformer for Arabic Language Generation Wissam Antoun Fady Baly Hazem M. Hajj VLM 27 103 0 31 Dec 2020