Machine-Generated Text Detection

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10 papers in the last 28 days · 0.2% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

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Generative Artificial IntelligenceArtificial Intelligence DetectionAi-Generated

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Period ending 2026-09-21

3 new papers

A weekly snapshot of new work published in Machine-Generated Text Detection.

Period ending 2026-09-14

3 new papers

A weekly snapshot of new work published in Machine-Generated Text Detection.

Period ending 2026-09-07

1 new paper

A weekly snapshot of new work published in Machine-Generated Text Detection.

159 papers

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  1. Detecting GPT-Assisted Writing Using Interpretable Stylometric Features

    Sep 22, 2026Rajesh Kumar, Nabeel Siddiqui, Alexander FuchsbergerMachine-Generated Text DetectionHuman Annotators

  2. PIVOT: Physics-Grounded Verification for AI-Generated Audio-Video Detection

    Sep 14, 2026Bo Zheng, Kangran Zhao, Xiaoyu Zhang +7Machine-Generated Text DetectionAi-Generated

  3. TripPattern: A Pattern-based Text Watermarking Method for Large Language Models

    Sep 14, 2026Sangjun Moon, Dasom Choi, Jingun Kwon +3Large Language Model WatermarksMachine-Generated Text Detection

  4. I Am No One: Style-Aware Paraphrasing for Text Anonymization

    Sep 14, 2026Ahmed Sohair Khan, Estrid He, Monica Wachowicz +1AnonymizationStylometric

  5. Watermarks Without Verification: AI Text Watermarking After the EU AI Act

    Sep 10, 2026Alexander Nemecek, Vipin Chaudhary, Erman AydayWatermarksMachine-Generated Text Detection

  6. MUCnoHARM@GermEval Shared Task 2026: Retrieval-based In-Context Learning for Defamatory Offences, and Where It Falls Short

    Sep 9, 2026Kristin Gnadt, Maximilian Meidinger, Matthias AßenmacherHate SpeechCrime Domain

  7. HSRM: Hidden-State Reward Models for Test-Time Verification

    Aug 31, 2026Xianzhi Li, Xiaodan ZhuMathematical ReasoningVerifier

  8. Confidence-Aware Ensemble and Long-Word Refinement for Artistic Text Recognition

    Aug 30, 2026Lucas A. Dias, Henrique A. Schulz, Rafaela de Miranda +3Scene Text RecognitionWord Error Rate

  9. IndicDetect: Evaluating Cross-Lingual LLM-Generated Text Detection for Hindi, Telugu, and Tamil

    Aug 30, 2026Bhaskar Ganesh Devalla, Junchao Wu, Nilesh Dokuparthi +4Machine-Generated Text DetectionEnglish

  10. When Less is More: Understanding When Token Filtering Helps and Fails in AI-generated Text Detection

    Aug 30, 2026Xiaoyang Han, Lvxiaowei Xu, Ming CaiMachine-Generated Text DetectionLarge Language Model Performance

  11. PrivBench: A Holistic and Modular Benchmarking Platform for Evaluating Text-to-Text Privatization

    Aug 30, 2026Stephen Meisenbacher, Andreea-Elena Bodea, Ahmet Bilal Akın +3Privacy-Preserving FrameworkMachine-Generated Text Detection

  12. Tracing Provenance and Detecting Tampering with Complementary LLM Watermarks

    Aug 13, 2026Xiaoyan Feng, Yanjun Zhang, He Zhang +2Large Language Model WatermarksMachine-Generated Text Detection

  13. EVIL-Detect for NLPCC 2026 Shared Task 6: LLM-Generated Text Detection

    Aug 11, 2026Hongrui Bao, Hangyu Rong, Zhuoshang Wang +2Machine-Generated Text DetectionNatural Language Processing Tasks

  14. MD-ProTector: Positioning Multiple Data-Driven Prototypes for LLM-Generated Text Detection

    Aug 11, 2026Jinmo Han, Jimin Hong, Chanyeong Moon +3Machine-Generated Text DetectionLarge Language Model Output

  15. Build it, Break it, Repeat: Benchmarking and improving LLM-manipulated disinformation detection in social media posts

    Aug 10, 2026Kevin Thomas, Milosz Kasprzyk, Reuel C Igbokwe Onuigbo +5Misinformation DetectionLanguage Model Evasion Attacks

  16. Subjective Multi-Bias Detection with Large Language Models

    Aug 10, 2026Ruiyu Li, Zhiying ZhuLarge Language Model BiasImplicit Bias

  17. Once a Response, Always a Response: Detecting LLM-generated Text via Latent Prompt Restoration

    Aug 6, 2026Hongrui Bao, Yubing Ren, Yanan Cao +3Machine-Generated Text DetectionResponses

  18. WorldMark: A Plug-and-Play World Knowledge Interface for Cross-Host Language Model Watermarking

    Aug 5, 2026Song Xiao, Yuqi Yuan, Yanshuo Zhang +1Large Language Model WatermarksWatermarks

  19. Beyond Representational Similarity: Source-Conditioned Description-Length Gain for Generative Plagiarism Detection and Candidate Source Reranking

    Aug 4, 2026Peijia Guo, Wenxuan Xie, ZiGuang Li +1Machine-Generated Text DetectionReranking

  20. Evaluating VLMs on Multimodal Aristotelian Persuasion Tasks

    Aug 2, 2026Khondoker Ittehadul IslamLarge Vision Language ModelsPersuasion

  21. DeBERTa-Sentinel: Toward Transparent and Trustworthy Detection of AI-Generated Text

    Aug 2, 2026Muhammad Yousaf Rehman, Muhammad IslamMachine-Generated Text DetectionTrustworthy Artificial Intelligence

  22. Test-Time Curriculum for Open-Set AIGC Detection

    Aug 1, 2026Yiqian Zhang, Zheyuan Gu, Xiangzhao Hao +8Ai-Generated Image DetectionContinual Test-Time Adaptation

  23. ARB: A Matched Authorship-Rewriting Benchmark Dataset for AI-Text Detector Evaluation

    Jul 31, 2026Gaetano Perrone, Simon Pietro RomanoMachine-Generated Text DetectionBenchmarking Large Language Models

  24. SciFigPlag-Bench: A Benchmark for Provenance-Aware Scientific Figure Plagiarism Detection

    Jul 31, 2026Zhiying Cui, Minghao Yang, Linlin Gao +2Scientific DiscoveryVisual Evidence

  25. One Patch Is Enough: Reinforcement-Optimized Visual Token Grounding for MLLM-Based Scene Text Spotting

    Jul 30, 2026Rui Tang, Wentao Yang, Peirong Zhang +4Scene Text RecognitionVision-Language Model Grounding

  26. Pangram 4 Technical Report

    Jul 29, 2026Ben Glickenhaus, Katherine Thai, Jenna Russell +4Machine-Generated Text DetectionArtificial Intelligence Detection

  27. InkShield: Writing Style Protection Against Unauthorized Handwriting Mimicry

    Jul 29, 2026Jian Xiong, Wenbo Jiang, Zihan Wang +4Handwritten Text RecognitionForgeries

  28. What Does It Take to Detect an AI Agent? Minimal Feature Sets for Behavioral Detection under Browser Automation

    Jul 29, 2026Vishisht Choudhary, Lukas Schmidt, Anne Zoë Kenntner +3Artificial Intelligence DetectionBrowser Agent

  29. Characterizing Human-Likeness in AI Generated Poetry: A Zero-shot Classification Study

    Jul 28, 2026A. N. Biswas, T. Tabassum, A. A. Shohid +4Machine-Generated Text DetectionPoetry

  30. TIGA: Trajectory-Injected Generative Attack against Black-box AIGC Detectors

    Jul 28, 2026Xia Du, Zhuosen Bao, Zheng Lin +4Digital ForensicsAdversarial Examples

  31. Finding the noise: Zero-shot AI Music Detection

    Jul 28, 2026Darius Afchar, Romain HennequinMusic GenerationMusic Understanding

  32. DCS: A Unified Conditional Sensitivity Framework for Cross-Modal Copyright Infringement Detection

    Jul 24, 2026Xiafeng ManDiscriminative ModelsMachine-Generated Text Detection

  33. DWT-Fusion: A Signal-Based Framework for Training-Free LLM-Generated Text Detection

    Jul 24, 2026Mehmet Batuhan Özdaş, Murat OsmanoğluMachine-Generated Text DetectionGenerative Framework

  34. Efficient Online LLM Watermark Detection via Rao-Blackwellized E-Processes

    Jul 24, 2026Lu Luo, Dandan Mo, Chengdong Xu +4Large Language Model WatermarksWatermarking

  35. Detecting LLM-Generated Tokens in Human--LLM Coauthored Text

    Jul 23, 2026Yangjun Lu, Hongyi Zhou, Fabian Spill +3Machine-Generated Text DetectionAuthorship

  36. ChainMark: Model-Free LLM Watermarking with Closed-Form Calibration

    Jul 20, 2026Chengheng Li-Chen, Kyuhee KimLarge Language Model WatermarksWatermarking

  37. Team DACTYL at PAN 2026: Bayesian Data Mixing and Empirical X-risk Minimization for AI-text Detection

    Jul 19, 2026Shantanu ThoratMachine-Generated Text DetectionModernbert

  38. Latent Trajectory Discrimination for AI-Generated Text Detection

    Jul 16, 2026Gianluca Bonifazi, Christopher Buratti, Michele Marchetti +5Machine-Generated Text DetectionLatent Trajectories

  39. The Misclassification of Autistic Writing as AI-Generated

    Jul 16, 2026Summer Chambers, Matthew C. KelleyMachine-Generated Text DetectionAi-Generated

  40. UTS at ELOQUENT 2026 Voight-Kampff: structural shifts in AI writing bypass state-of-the-art detectors

    Jul 15, 2026Dima Galat, Marian-Andrei RizoiuLanguage Model Evasion AttacksEvasion

  41. Watermark Forensics for Generative Models: An Information-Theoretic Perspective

    Jul 14, 2026Xiaoyu Li, Zheng Gao, Xiaoyan Feng +3WatermarkingWatermarks

  42. Toward Stronger Code Watermarking: A Grammar-Driven Approach to Optimizing the Trade-off Between Quality and Detectability

    Jul 11, 2026Licheng Yu, Aiwei Liu, Songze LiLarge Language Model WatermarksWatermarking

  43. FindMyText: Robust, Scalable Detection of Text Containment in Large Web-Crawled Corpora

    Jul 10, 2026Lars Henry Berge Olsen, Pierre Lison, Martin Jullum +1Machine-Generated Text DetectionText Corpora

  44. TextileNet: Towards Zero-shot Text-style Segmentation of Manuscripts

    Jul 10, 2026Anguelos Nicolaou, Antonella Ambrosio, Desiree Di Donato +1Handwritten Text RecognitionDomain-Invariant Text Embeddings

  45. Out of Sight: Compression-Aware Content Protection against Agentic Crawlers

    Jul 9, 2026Xuefei WangModel-Agnostic DefenseMachine-Generated Text Detection

  46. Multi-Channel Spread-Spectrum Code Watermarking

    Jul 7, 2026Soohyeon Choi, Debin Gao, Yue DuanWatermarkingWatermarks

  47. Telescope: Improving Zero Shot Detection of LLM Generated Content By Measuring Token Repetition Probability

    Jul 5, 2026Christopher Nassif, Josh F. CooperMachine-Generated Text DetectionRepetition

  48. Rethinking AI-Generated Text Detection: A Strong Baseline and the Distribution-Shift Problem That Remains

    Jul 4, 2026Zhuoer Shen, Mingyi Wang, Shaofeng Zou +1Machine-Generated Text DetectionModernbert

  49. Distill to Detect: Exposing Stealth Biases in LLMs through Cartridge Distillation

    Jul 1, 2026Shayan Talaei, Abhinav Chinta, Devvrit Khatri +3Large Language Model BiasMachine-Generated Text Detection

  50. STEB: Style Text Embedding Benchmark

    Jun 30, 2026Rafael Rivera Soto, Anna Wegmann, Cristina AggazzottiDomain-Invariant Text EmbeddingsMachine-Generated Text Detection

  51. Triospect: A Three-Dimensional Framework for Robust Statistical AI-Generated Text Detection Against Diverse Attacks

    Jun 30, 2026Guangsheng Bao, Lihua Rong, Yanbin Zhao +3Machine-Generated Text Detection

  52. Hitting a Moving Target: Test-Time Adaptation for AI Text Detection under Continual Distribution Shift

    Jun 23, 2026Kevin Ren, Manish Raghavan, Nikhil GargMachine-Generated Text DetectionLanguage Model Evasion Attacks

  53. UnBias-Plus: Detect, Explain, and Rewrite Bias

    Jun 22, 2026Ahmed Y. Radwan, Ahmed ElKady, Sindhuja Chaduvula +3Implicit BiasMachine-Generated Text Detection

  54. WaveDetect: Robust Framework for Machine-Generated Text Detection via Wavelet Transform

    Jun 22, 2026Zhichen Liu, Kaitong Qin, Linhan He +1Machine-Generated Text DetectionLanguage Model Evasion Attacks

  55. SenFlow: Inter-Sentence Flow Modeling for AI-Generated Text Detection in Hybrid Documents

    Jun 17, 2026Jingkun Luo, Yifan Sun, Da-Tian Peng +1Machine-Generated Text Detection

  56. Signature filtering: a lightweight enhancement for statistical watermark detection in large language models

    Jun 16, 2026Chih-Duo Hong, Yen-Pang Chen, Fang YuLarge Language Model WatermarksWatermarking

  57. XAI-Grounded Explanation Generation for Speech Deepfake Detection with Training-Free Multimodal Large Language Models

    Jun 15, 2026Yupei Li, Qiyang Sun, Xiaoliang Wu +3Audio Deepfake DetectionExplainable Artificial Intelligence

  58. Non-Parametric Machine Text Detection via Multi-View Gaussian Processes

    Jun 12, 2026Aleem Khan, Nicholas AndrewsDetection FrameworkMachine-Generated Text Detection

  59. HybridCodeAuthorship: A Benchmark Dataset for Line-Level Code Authorship Detection

    Jun 10, 2026Luke Patterson, Li Wang, Adam FaulknerCode QualityAuthorship

  60. Unsupervised Style Representation Learning for AI-Text Detection via Paraphrase Inversion

    Jun 8, 2026Rafael Rivera Soto, Barry Chen, Nicholas AndrewsMachine-Generated Text DetectionAuthorship