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Automatic Detection of Machine Generated Text: A Critical Survey

Automatic Detection of Machine Generated Text: A Critical Survey

International Conference on Computational Linguistics (COLING), 2020
2 November 2020
Ganesh Jawahar
Muhammad Abdul-Mageed
L. Lakshmanan
    DeLMO
ArXiv (abs)PDFHTML

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

50 / 150 papers shown
Title
Watermarking Discrete Diffusion Language Models
Watermarking Discrete Diffusion Language Models
Avi Bagchi
Akhil Bhimaraju
Moulik Choraria
Daniel Alabi
Lav Varshney
12
0
0
03 Nov 2025
Integrating Bayesian methods with neural network--based model predictive control: a review
Integrating Bayesian methods with neural network--based model predictive control: a review
Asli Karacelik
32
0
0
06 Oct 2025
ALHD: A Large-Scale and Multigenre Benchmark Dataset for Arabic LLM-Generated Text Detection
ALHD: A Large-Scale and Multigenre Benchmark Dataset for Arabic LLM-Generated Text Detection
Ali Khairallah
Arkaitz Zubiaga
DeLMOVLM
115
0
0
03 Oct 2025
Unmasking Fake Careers: Detecting Machine-Generated Career Trajectories via Multi-layer Heterogeneous Graphs
Unmasking Fake Careers: Detecting Machine-Generated Career Trajectories via Multi-layer Heterogeneous Graphs
Michiharu Yamashita
Thanh-Binh Tran
Delvin Ce Zhang
Dongwon Lee
41
0
0
24 Sep 2025
DetectAnyLLM: Towards Generalizable and Robust Detection of Machine-Generated Text Across Domains and Models
DetectAnyLLM: Towards Generalizable and Robust Detection of Machine-Generated Text Across Domains and Models
Jiachen Fu
Chun-Le Guo
Chongyi Li
MLLMDeLMO
105
0
0
15 Sep 2025
LLM Encoder vs. Decoder: Robust Detection of Chinese AI-Generated Text with LoRA
LLM Encoder vs. Decoder: Robust Detection of Chinese AI-Generated Text with LoRA
Houji Jin
Negin Ashrafi
A. Abdollahi
Wei Liu
Jian Wang
Ganyu Gui
Maryam Pishgar
H. Feng
20
0
0
31 Aug 2025
A Multi-Strategy Approach for AI-Generated Text Detection
A Multi-Strategy Approach for AI-Generated Text Detection
Ali Zain
Sareem Farooqui
Muhammad Rafi
DeLMO
96
1
0
30 Aug 2025
Two Birds with One Stone: Multi-Task Detection and Attribution of LLM-Generated Text
Two Birds with One Stone: Multi-Task Detection and Attribution of LLM-Generated Text
Zixin Rao
Youssef Mohamed
Shang Liu
Zeyan Liu
DeLMO
92
0
0
19 Aug 2025
SAEMark: Multi-bit LLM Watermarking with Inference-Time Scaling
SAEMark: Multi-bit LLM Watermarking with Inference-Time Scaling
Zhuohao Yu
Xingru Jiang
Weizheng Gu
Yidong Wang
Shikun Zhang
Wei Ye
WaLM
97
1
0
11 Aug 2025
Authorship Attribution in Multilingual Machine-Generated Texts
Authorship Attribution in Multilingual Machine-Generated Texts
Lucio La Cava
Dominik Macko
Robert Moro
Ivan Srba
Andrea Tagarelli
DeLMO
59
0
0
03 Aug 2025
AI-Generated Text is Non-Stationary: Detection via Temporal Tomography
AI-Generated Text is Non-Stationary: Detection via Temporal Tomography
Alva West
Yixuan Weng
Minjun Zhu
Luodan Zhang
Zhen Lin
Guangsheng Bao
Yue Zhang
40
0
0
03 Aug 2025
Linguistic and Embedding-Based Profiling of Texts generated by Humans and Large Language Models
Linguistic and Embedding-Based Profiling of Texts generated by Humans and Large Language Models
Sergio E. Zanotto
Segun Aroyehun
DeLMO
195
1
0
18 Jul 2025
$\texttt{Droid}$: A Resource Suite for AI-Generated Code Detection
Droid\texttt{Droid}Droid: A Resource Suite for AI-Generated Code Detection
Daniil Orel
Indraneil Paul
Iryna Gurevych
Preslav Nakov
99
2
0
11 Jul 2025
Zero-Shot Detection of LLM-Generated Code via Approximated Task Conditioning
Zero-Shot Detection of LLM-Generated Code via Approximated Task Conditioning
Maor Ashkenazi
Ofir Brenner
Tal Furman Shohet
Eran Treister
155
0
0
06 Jun 2025
AGENT-X: Adaptive Guideline-based Expert Network for Threshold-free AI-generated teXt detection
AGENT-X: Adaptive Guideline-based Expert Network for Threshold-free AI-generated teXt detection
Jiatao Li
Mao Ye
Cheng Peng
Xunjian Yin
Xiaojun Wan
123
2
0
21 May 2025
An End-to-End Model For Logits Based Large Language Models Watermarking
An End-to-End Model For Logits Based Large Language Models Watermarking
Kahim Wong
Jicheng Zhou
Jiantao Zhou
Yain-Whar Si
WaLM
242
2
0
05 May 2025
OpenTuringBench: An Open-Model-based Benchmark and Framework for Machine-Generated Text Detection and Attribution
OpenTuringBench: An Open-Model-based Benchmark and Framework for Machine-Generated Text Detection and Attribution
Lucio La Cava
Andrea Tagarelli
DeLMOVLM
168
3
0
15 Apr 2025
Idiosyncrasies in Large Language Models
Idiosyncrasies in Large Language Models
Mingjie Sun
Yida Yin
Zhiqiu Xu
J. Zico Kolter
Zhuang Liu
211
17
0
17 Feb 2025
BiMarker: Enhancing Text Watermark Detection for Large Language Models with Bipolar Watermarks
BiMarker: Enhancing Text Watermark Detection for Large Language Models with Bipolar Watermarks
Zhuang Li
324
2
0
21 Jan 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
529
463
0
20 Jan 2025
Unmasking the Imposters: How Censorship and Domain Adaptation Affect the Detection of Machine-Generated Tweets
Unmasking the Imposters: How Censorship and Domain Adaptation Affect the Detection of Machine-Generated TweetsInternational Conference on Computational Linguistics (COLING), 2024
Bryan Edward Tuck
Rakesh M. Verma
DeLMO
260
3
0
17 Jan 2025
Using Machine Learning to Distinguish Human-written from
  Machine-generated Creative Fiction
Using Machine Learning to Distinguish Human-written from Machine-generated Creative FictionInternational Conference on Agents and Artificial Intelligence (ICAART), 2024
Andrea Cristina McGlinchey
Peter J Barclay
DeLMO
170
1
0
15 Dec 2024
Multi-head Span-based Detector for AI-generated Fragments in Scientific
  Papers
Multi-head Span-based Detector for AI-generated Fragments in Scientific Papers
German Gritsai
Ildar Khabutdinov
Andrey Grabovoy
DeLMO
156
4
0
11 Nov 2024
Community Forensics: Using Thousands of Generators to Train Fake Image Detectors
Community Forensics: Using Thousands of Generators to Train Fake Image DetectorsComputer Vision and Pattern Recognition (CVPR), 2024
Jeongsoo Park
Andrew Owens
216
13
0
06 Nov 2024
Online Detection of LLM-Generated Texts via Sequential Hypothesis Testing by Betting
Online Detection of LLM-Generated Texts via Sequential Hypothesis Testing by Betting
Can Chen
Jun-Kun Wang
DeLMO
316
1
0
29 Oct 2024
Improving Model Evaluation using SMART Filtering of Benchmark Datasets
Improving Model Evaluation using SMART Filtering of Benchmark DatasetsNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024
Vipul Gupta
Candace Ross
David Pantoja
R. Passonneau
Megan Ung
Adina Williams
542
11
0
26 Oct 2024
Beyond Binary: Towards Fine-Grained LLM-Generated Text Detection via Role Recognition and Involvement Measurement
Beyond Binary: Towards Fine-Grained LLM-Generated Text Detection via Role Recognition and Involvement MeasurementThe Web Conference (WWW), 2024
Zihao Cheng
Li Zhou
Feng Jiang
Benyou Wang
Haoyang Li
DeLMO
221
11
0
18 Oct 2024
Are AI Detectors Good Enough? A Survey on Quality of Datasets With Machine-Generated Texts
Are AI Detectors Good Enough? A Survey on Quality of Datasets With Machine-Generated Texts
German Gritsai
Anastasia Voznyuk
Andrey Grabovoy
Yury Chekhovich
DeLMO
248
12
0
18 Oct 2024
Robust AI-Generated Text Detection by Restricted Embeddings
Robust AI-Generated Text Detection by Restricted EmbeddingsConference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Kristian Kuznetsov
Eduard Tulchinskii
Laida Kushnareva
German Magai
Serguei Barannikov
Sergey I. Nikolenko
Irina Piontkovskaya
DeLMO
104
11
0
10 Oct 2024
WAPITI: A Watermark for Finetuned Open-Source LLMs
WAPITI: A Watermark for Finetuned Open-Source LLMs
Lingjie Chen
Ruizhong Qiu
Siyu Yuan
Zhining Liu
Tianxin Wei
Hyunsik Yoo
Zhichen Zeng
Deqing Yang
Hanghang Tong
WaLM
178
12
0
09 Oct 2024
Training-free LLM-generated Text Detection by Mining Token Probability
  Sequences
Training-free LLM-generated Text Detection by Mining Token Probability SequencesInternational Conference on Learning Representations (ICLR), 2024
Yihuai Xu
Yongwei Wang
Yifei Bi
Huangsen Cao
Zhouhan Lin
Yu Zhao
Fei Wu
DeLMO
124
6
0
08 Oct 2024
AI as Humanity's Salieri: Quantifying Linguistic Creativity of Language Models via Systematic Attribution of Machine Text against Web Text
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
Hamish Ivison
...
Allyson Ettinger
Liwei Jiang
Khyathi Chandu
Nouha Dziri
Yejin Choi
DeLMO
200
28
0
05 Oct 2024
Is Your Paper Being Reviewed by an LLM? Investigating AI Text
  Detectability in Peer Review
Is Your Paper Being Reviewed by an LLM? Investigating AI Text Detectability in Peer Review
Sungduk Yu
Man Luo
Avinash Madasu
Vasudev Lal
Phillip Howard
DeLMO
151
15
0
03 Oct 2024
Automatic Detection of LLM-generated Code: A Case Study of Claude 3
  Haiku
Automatic Detection of LLM-generated Code: A Case Study of Claude 3 Haiku
Musfiqur Rahman
SayedHassan Khatoonabadi
Ahmad Abdellatif
Emad Shihab
167
10
0
02 Sep 2024
SYNTHEVAL: Hybrid Behavioral Testing of NLP Models with Synthetic
  CheckLists
SYNTHEVAL: Hybrid Behavioral Testing of NLP Models with Synthetic CheckLists
Raoyuan Zhao
Abdullatif Köksal
Yihong Liu
Leonie Weissweiler
Anna Korhonen
Hinrich Schütze
SyDa
142
2
0
30 Aug 2024
Is the Digital Forensics and Incident Response Pipeline Ready for
  Text-Based Threats in LLM Era?
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
135
4
0
25 Jul 2024
Watermark Smoothing Attacks against Language Models
Watermark Smoothing Attacks against Language Models
Hongyan Chang
Hamed Hassani
Reza Shokri
WaLM
198
6
0
19 Jul 2024
Sharif-MGTD at SemEval-2024 Task 8: A Transformer-Based Approach to
  Detect Machine Generated Text
Sharif-MGTD at SemEval-2024 Task 8: A Transformer-Based Approach to Detect Machine Generated Text
Seyedeh Fatemeh Ebrahimi
Karim Akhavan Azari
Amirmasoud Iravani
Arian Qazvini
Pouya Sadeghi
Zeinab Taghavi
Hossein Sameti
DeLMO
88
4
0
16 Jul 2024
Is Contrasting All You Need? Contrastive Learning for the Detection and Attribution of AI-generated Text
Is Contrasting All You Need? Contrastive Learning for the Detection and Attribution of AI-generated Text
Lucio La Cava
Davide Costa
Andrea Tagarelli
DeLMO
234
6
0
12 Jul 2024
SMLT-MUGC: Small, Medium, and Large Texts -- Machine versus
  User-Generated Content Detection and Comparison
SMLT-MUGC: Small, Medium, and Large Texts -- Machine versus User-Generated Content Detection and Comparison
Anjali Rawal
Hui Wang
Youjia Zheng
Yu-Hsuan Lin
Shanu Sushmita
DeLMO
110
0
0
28 Jun 2024
AI "News" Content Farms Are Easy to Make and Hard to Detect: A Case
  Study in Italian
AI "News" Content Farms Are Easy to Make and Hard to Detect: A Case Study in Italian
Giovanni Puccetti
Anna Rogers
Chiara Alzetta
F. Dell’Orletta
Andrea Esuli
147
14
0
17 Jun 2024
RU-AI: A Large Multimodal Dataset for Machine Generated Content
  Detection
RU-AI: A Large Multimodal Dataset for Machine Generated Content DetectionThe Web Conference (WWW), 2024
Liting Huang
Zhihao Zhang
Yiran Zhang
Xiyue Zhou
Shoujin Wang
NoLa
163
7
0
07 Jun 2024
Who Writes the Review, Human or AI?
Who Writes the Review, Human or AI?
Panagiotis C. Theocharopoulos
S. Georgakopoulos
S. Tasoulis
V. Plagianakos
DeLMO
97
1
0
30 May 2024
Text Generation: A Systematic Literature Review of Tasks, Evaluation,
  and Challenges
Text Generation: A Systematic Literature Review of Tasks, Evaluation, and Challenges
Jonas Becker
Jan Philip Wahle
Bela Gipp
Terry Ruas
238
16
0
24 May 2024
DeepPavlov at SemEval-2024 Task 8: Leveraging Transfer Learning for
  Detecting Boundaries of Machine-Generated Texts
DeepPavlov at SemEval-2024 Task 8: Leveraging Transfer Learning for Detecting Boundaries of Machine-Generated TextsInternational Workshop on Semantic Evaluation (SemEval), 2024
Anastasia Voznyuk
Vasily Konovalov
DeLMO
150
5
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17 May 2024
Stylometric Watermarks for Large Language Models
Stylometric Watermarks for Large Language Models
Georg Niess
Roman Kern
117
5
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14 May 2024
Who Wrote This? The Key to Zero-Shot LLM-Generated Text Detection Is GECScore
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
211
13
0
07 May 2024
SemEval-2024 Task 8: Multidomain, Multimodel and Multilingual
  Machine-Generated Text Detection
SemEval-2024 Task 8: Multidomain, Multimodel and Multilingual Machine-Generated Text Detection
Yuxia Wang
Jonibek Mansurov
Petar Ivanov
Jinyan Su
Artem Shelmanov
...
Chenxi Whitehouse
Alham Fikri Aji
Farah E. Shamout
Iryna Gurevych
Preslav Nakov
DeLMO
170
65
0
22 Apr 2024
MAiDE-up: Multilingual Deception Detection of GPT-generated Hotel
  Reviews
MAiDE-up: Multilingual Deception Detection of GPT-generated Hotel Reviews
Oana Ignat
Xiaomeng Xu
Rada Mihalcea
DeLMO
177
6
0
19 Apr 2024
LLM Evaluators Recognize and Favor Their Own Generations
LLM Evaluators Recognize and Favor Their Own Generations
Arjun Panickssery
Samuel R. Bowman
Shi Feng
237
306
0
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