Search Results - Machine-generated code detection*

MAGECODE: Machine-Generated Code Detection Method Using Large Language Models

Authors: Hung Pham Huyen Ha van Tong et al.

Source: IEEE Access, Vol 12, Pp 190186-190202 (2024)

Subject Terms: metrics, large language model, CodeT5+, Electrical engineering. Electronics. Nuclear engineering, Machine-generated code detection, TK1-9971

Access URL: https://doaj.org/article/083f569c6d264c48b8194a275c80b9f7

Zero-Shot Detection of Machine-Generated Codes

Authors: Yang, Xianjun Zhang, Kexun Chen, Haifeng et al.

Index Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence, Computer Science - Cryptography and Security, Computer Science - Machine Learning, text

URL: http://arxiv.org/abs/2310.05103

DuoLens: A Framework for Robust Detection of Machine-Generated Multilingual Text and Code

Authors: Agrawal, Shriyansh Lau, Aidan Shah, Sanyam et al.

Subject Terms: Computation and Language, Artificial Intelligence, Information Retrieval, Machine Learning

Relation: http://arxiv.org/abs/2510.18904; Neural Information Processing Systems (NeurIPS 2025)

Availability: http://arxiv.org/abs/2510.18904

CoDet-M4: Detecting Machine-Generated Code in Multi-Lingual, Multi-Generator and Multi-Domain Settings

Authors: Orel, Daniil Azizov, Dilshod Nakov, Preslav

Source: Findings of the Association for Computational Linguistics: ACL 2025. :10570-10593

Subject Terms: FOS: Computer and information sciences, Computation and Language, Computation and Language (cs.CL)

Access URL: http://arxiv.org/abs/2503.13733

RU-AI: A Large Multimodal Dataset for Machine-Generated Content Detection

Authors: Liting Huang Zhihao Zhang Yiran Zhang et al.

Source: Companion Proceedings of the ACM on Web Conference 2025. :733-736

Subject Terms: FOS: Computer and information sciences, Artificial Intelligence (cs.AI), Computer Science - Artificial Intelligence, Computer Vision and Pattern Recognition (cs.CV), Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2406.04906

RU-AI: A Large Multimodal Dataset for Machine-Generated Content Detection

Authors: Huang, L Zhang, Z Zhang, Y et al.

Index Terms: Conference Proceeding

URL: http://hdl.handle.net/10453/189547
WwwCompanion2025CompanionProceedingsoftheACMWebConference2025
Www Companion 2025 Companion Proceedings of the ACM Web Conference 2025
Companion Proceedings of the ACM on Web Conference 2025
10.1145/3701716.3715306

Iron Sharpens Iron: Defending Against Attacks in Machine-Generated Text Detection with Adversarial Training

Authors: Li, Yuanfan Zhang, Zhaohan Li, Chengzhengxu et al.

Source: Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). :3091-3113

Subject Terms: FOS: Computer and information sciences, Computer Science - Cryptography and Security, Computer Science - Computation and Language, Cryptography and Security (cs.CR), Computation and Language (cs.CL)

Access URL: http://arxiv.org/abs/2502.12734

Fine tuning large language models for hate speech detection in Hinglish and code mixed custom dataset through a socially responsible approach for safer digital platforms.

Authors: Rathore, Bhawani Singh Chaurasia, Sandeep

Source: Discover Sustainability; 12/22/2025, Vol. 6 Issue 1, p1-27, 27p

Subject Terms: LANGUAGE models, CODE switching (Linguistics), ETHICAL problems, CLASSIFICATION, DISCRIMINATORY language

MOSAIC: Multiple Observers Spotting AI Content, a Robust Approach to Machine-Generated Text Detection

Authors: Dubois, Matthieu Yvon, François Piantanida, Pablo

Index Terms: Computer Science - Computation and Language, text

URL: http://arxiv.org/abs/2409.07615

RU-AI: A Large Multimodal Dataset for Machine-Generated Content Detection

Authors: Huang, Liting Zhang, Zhihao Zhang, Yiran et al.

Index Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence, text

URL: http://arxiv.org/abs/2406.04906

M6: Multi-generator, Multi-domain, Multi-lingual and cultural, Multi-genres, Multi-instrument Machine-Generated Music Detection Databases

Authors: Li, Yupei Li, Hanqian Specia, Lucia et al.

Index Terms: Computer Science - Sound, Computer Science - Multimedia, Electrical Engineering and Systems Science - Audio and Speech Processing, text

URL: http://arxiv.org/abs/2412.06001

EMMM, Explain Me My Model! Explainable Machine Generated Text Detection in Dialogues

Authors: Yuan, Angela Yifei Li, Haoyi Han, Soyeon Caren et al.

Subject Terms: FOS: Computer and information sciences, Computation and Language, Computation and Language (cs.CL)

Access URL: http://arxiv.org/abs/2508.18715

$\texttt{Droid}$: A Resource Suite for AI-Generated Code Detection

Authors: Orel, Daniil Paul, Indraneil Gurevych, Iryna et al.

Subject Terms: Software Engineering (cs.SE), FOS: Computer and information sciences, Artificial Intelligence (cs.AI), Artificial Intelligence, Computers and Society (cs.CY), Software Engineering, Computers and Society

Access URL: http://arxiv.org/abs/2507.10583

T-Detect: Tail-Aware Statistical Normalization for Robust Detection of Adversarial Machine-Generated Text

Authors: West, Alva Zhang, Luodan Zhang, Liuliu et al.

Subject Terms: FOS: Computer and information sciences, Computation and Language, Computation and Language (cs.CL)

Access URL: http://arxiv.org/abs/2507.23577

SPADE: Structured Prompting Augmentation for Dialogue Enhancement in Machine-Generated Text Detection

Authors: Li, Haoyi Yuan, Angela Yifei Han, Soyeon Caren et al.

Subject Terms: FOS: Computer and information sciences, Computation and Language, Computation and Language (cs.CL)

Access URL: http://arxiv.org/abs/2503.15044

Spotting LLMs With Binoculars: Zero-Shot Detection of Machine-Generated Text

Authors: Hans, Abhimanyu Schwarzschild, Avi Cherepanova, Valeriia et al.

Index Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence, Computer Science - Machine Learning, text

URL: http://arxiv.org/abs/2401.12070

Few-Shot Detection of Machine-Generated Text using Style Representations

Authors: Soto, Rafael Rivera Koch, Kailin Khan, Aleem et al.

Index Terms: Computer Science - Computation and Language, Computer Science - Machine Learning, text

URL: http://arxiv.org/abs/2401.06712

ToxiGen: A Large-Scale Machine-Generated Dataset for Adversarial and Implicit Hate Speech Detection

Authors: Hartvigsen, Thomas Gabriel, Saadia Palangi, Hamid et al.

Index Terms: Computer Science - Computation and Language, text

URL: http://arxiv.org/abs/2203.09509

Fast-DetectGPT: Efficient Zero-Shot Detection of Machine-Generated Text via Conditional Probability Curvature

Authors: Bao, Guangsheng Zhao, Yanbin Teng, Zhiyang et al.

Index Terms: Computer Science - Computation and Language, text

URL: http://arxiv.org/abs/2310.05130

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

Authors: Mitchell, Eric Lee, Yoonho Khazatsky, Alexander et al.

Index Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence, text

URL: http://arxiv.org/abs/2301.11305