DeTeCtive: Detecting AI-generated Text via Multi-Level Contrastive Learning

28 October 2024

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Papers citing "DeTeCtive: Detecting AI-generated Text via Multi-Level Contrastive Learning"

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Title
Your Language Model Can Secretly Write Like Humans: Contrastive Paraphrase Attacks on LLM-Generated Text Detectors Hao Fang Jiawei Kong Tianqu Zhuang Yixiang Qiu Kuofeng Gao Bin Chen Shu-Tao Xia Yaowei Wang Min Zhang 87 0 0 21 May 2025
Survey on AI-Generated Media Detection: From Non-MLLM to MLLM Yueying Zou Peipei Li Zekun Li Huaibo Huang Xing Cui Xuannan Liu Chenghanyu Zhang Ran He DeLMO 169 3 0 07 Feb 2025
Few-Shot Detection of Machine-Generated Text using Style Representations Rafael Rivera Soto Kailin Koch Aleem Khan Barry Chen M. Bishop Nicholas Andrews DeLMO 56 24 0 12 Jan 2024
HowkGPT: Investigating the Detection of ChatGPT-generated University Student Homework through Context-Aware Perplexity Analysis Christoforos Vasilatos Manaar Alam Talal Rahwan Yasir Zaki Michail Maniatakos DeLMO 112 36 0 26 May 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.4K 14,631 0 15 Mar 2023
DetectGPT: Zero-Shot Machine-Generated Text Detection using Probability Curvature E. Mitchell Yoonho Lee Alexander Khazatsky Christopher D. Manning Chelsea Finn 91 625 0 26 Jan 2023
Cohere: Managing Differential Privacy in Large Scale Systems Nicolas Küchler Emanuel Opel Hidde Lycklama Alexander Viand Anwar Hithnawi 75 5 0 20 Jan 2023
Text Embeddings by Weakly-Supervised Contrastive Pre-training Liang Wang Nan Yang Xiaolong Huang Binxing Jiao Linjun Yang Daxin Jiang Rangan Majumder Furu Wei VLM 244 617 0 07 Dec 2022
BLOOM: A 176B-Parameter Open-Access Multilingual Language Model BigScience Workshop : Teven Le Scao Angela Fan Christopher Akiki ... Zhongli Xie Zifan Ye M. Bras Younes Belkada Thomas Wolf VLM 392 2,388 0 09 Nov 2022
Scaling Instruction-Finetuned Language Models Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay ... Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le Jason W. Wei ReLM LRM 194 3,128 0 20 Oct 2022
Watermarking Pre-trained Language Models with Backdooring Chenxi Gu Chengsong Huang Xiaoqing Zheng Kai-Wei Chang Cho-Jui Hsieh WaLM 46 46 0 14 Oct 2022
GLM-130B: An Open Bilingual Pre-trained Model Aohan Zeng Xiao Liu Zhengxiao Du Zihan Wang Hanyu Lai ... Jidong Zhai Wenguang Chen Peng Zhang Yuxiao Dong Jie Tang BDL LRM 349 1,094 0 05 Oct 2022
GPT-NeoX-20B: An Open-Source Autoregressive Language Model Sid Black Stella Biderman Eric Hallahan Quentin G. Anthony Leo Gao ... Shivanshu Purohit Laria Reynolds J. Tow Benqi Wang Samuel Weinbach 176 835 0 14 Apr 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 500 6,279 0 05 Apr 2022
Transformer Memory as a Differentiable Search Index Yi Tay Vinh Q. Tran Mostafa Dehghani Jianmo Ni Dara Bahri ... Zhe Zhao Jai Gupta Tal Schuster William W. Cohen Donald Metzler 89 284 0 14 Feb 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 817 9,576 0 28 Jan 2022
SciXGen: A Scientific Paper Dataset for Context-Aware Text Generation Hong Chen Hiroya Takamura Hideki Nakayama 70 19 0 20 Oct 2021
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 346 1,702 0 15 Oct 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 100 127 0 27 Sep 2021
SimCSE: Simple Contrastive Learning of Sentence Embeddings Tianyu Gao Xingcheng Yao Danqi Chen AILaw SSL 274 3,396 0 18 Apr 2021
Supervised Contrastive Learning for Pre-trained Language Model Fine-tuning Beliz Gunel Jingfei Du Alexis Conneau Ves Stoyanov 60 506 0 03 Nov 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 817 42,055 0 28 May 2020
Longformer: The Long-Document Transformer Iz Beltagy Matthew E. Peters Arman Cohan RALM VLM 174 4,071 0 10 Apr 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 372 18,778 0 13 Feb 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 204 12,085 0 13 Nov 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 445 20,181 0 23 Oct 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 665 24,464 0 26 Jul 2019
ELI5: Long Form Question Answering Angela Fan Yacine Jernite Ethan Perez David Grangier Jason Weston Michael Auli AI4MH ELM 97 619 0 22 Jul 2019
XLNet: Generalized Autoregressive Pretraining for Language Understanding Zhilin Yang Zihang Dai Yiming Yang J. Carbonell Ruslan Salakhutdinov Quoc V. Le AI4CE 232 8,433 0 19 Jun 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 94,891 0 11 Oct 2018
Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarization Shashi Narayan Shay B. Cohen Mirella Lapata AILaw 137 1,676 0 27 Aug 2018
A Dataset of Peer Reviews (PeerRead): Collection, Insights and NLP Applications Dongyeop Kang Bridger Waleed Ammar Bhavana Dalvi Madeleine van Zuylen Sebastian Kohlmeier Eduard H. Hovy Roy Schwartz 44 205 0 25 Apr 2018
UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction Leland McInnes John Healy James Melville 178 9,432 0 09 Feb 2018
Enriching Word Vectors with Subword Information Piotr Bojanowski Edouard Grave Armand Joulin Tomas Mikolov NAI SSL VLM 229 9,972 0 15 Jul 2016
SQuAD: 100,000+ Questions for Machine Comprehension of Text Pranav Rajpurkar Jian Zhang Konstantin Lopyrev Percy Liang RALM 286 8,160 0 16 Jun 2016
A Corpus and Evaluation Framework for Deeper Understanding of Commonsense Stories N. Mostafazadeh Nathanael Chambers Xiaodong He Devi Parikh Dhruv Batra Lucy Vanderwende Pushmeet Kohli James F. Allen 129 711 0 06 Apr 2016