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Large language models (LLMs) like GPT-4 have recently demonstrated impressive capabilities in natural language understanding and generation.
Baffletext: A human interactive proof
Monica Chew and Henry S Baird · 2003
Earlier work this paper cites.
Recognizing objects in adversarial clutter: Breaking a visual captcha
Greg Mori and Jitendra Malik · 2003
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Captcha: Using hard ai problems for security
Luis Von Ahn, Manuel Blum, Nicholas J Hopper, and John Langford · 2003
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Evaluating the Usability and Security of a Video CAPTCHA
Kurt Alfred Kluever · 2008
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recaptcha: Human-based character recognition via web security measures
Luis Von Ahn, Benjamin Maurer, Colin McMillen, David Abraham, and Manuel Blum · 2008
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A low-cost attack on a microsoft captcha
Jeff Yan and Ahmad Salah El Ahmad · 2008
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What’s up captcha? a captcha based on image orientation
Rich Gossweiler, Maryam Kamvar, and Shumeet Baluja · 2009
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An audio captcha to distinguish humans from computers
Haichang Gao, Honggang Liu, Dan Yao, Xiyang Liu, and Uwe Aickelin · 2010
Earlier work this paper cites.
A review of bot protection using captcha for web security
Baljit Singh Saini and Anju Bala · 2013
Earlier work this paper cites.
Survey of different types of captcha
Ved Prakash Singh and Preet Pal · 2014
Earlier work this paper cites.
A unified approach to interpreting model predictions
Scott M Lundberg and Su-In Lee · 2017
Cited alongside, same era.
Real or fake? learning to discriminate machine from human generated text
Anton Bakhtin, Sam Gross, Myle Ott, Yuntian Deng, Marc’Aurelio Ranzato, and Arthur Szlam · 2019
Cited alongside, same era.
Generalizing question answering system with pre-trained language model fine-tuning
Dan Su, Yan Xu, Genta Indra Winata, Peng Xu, Hyeondey Kim, Zihan Liu, and Pascale Fung · 2019
Cited alongside, same era.
Language models are few-shot learners
Tom Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, et al · 2020
Cited alongside, same era.
Becaptcha: Behavioral bot detection using touchscreen and mobile sensors benchmarked on humidb
Alejandro Acien, Aythami Morales, Julian Fierrez, Ruben Vera-Rodriguez, and Oscar Delgado-Mohatar · 2021
Cited alongside, same era.
Training language models to follow instructions with human feedback
Long Ouyang, Jeff Wu, Xu Jiang, Diogo Almeida, Carroll L Wainwright, Pamela Mishkin, Chong Zhang, Sandhini Agarwal, Katarina Slama, Alex Ray, et al · 2022
Later among the works it cites.
Limitations of language models in arithmetic and symbolic induction
Jing Qian, Hong Wang, Zekun Li, Shiyang Li, and Xifeng Yan · 2022
Later among the works it cites.
Chain-of-thought prompting elicits reasoning in large language models
Jason Wei, Xuezhi Wang, Dale Schuurmans, Maarten Bosma, Fei Xia, Ed Chi, Quoc V Le, Denny Zhou, et al · 2022
Later among the works it cites.
Vicuna: An open-source chatbot impressing gpt-4 with 90%* chatgpt quality, March 2023
Wei-Lin Chiang, Zhuohan Li, Zi Lin, Ying Sheng, Zhanghao Wu, Hao Zhang, Lianmin Zheng, Siyuan Zhuang, Yonghao Zhuang, Joseph E. Gonzalez, Ion Stoica, and Eric P. Xing · 2023
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Measuring and improving consistency in pretrained language models
Yanai Elazar, Nora Kassner, Shauli Ravfogel, Abhilasha Ravichander, Eduard Hovy, Hinrich Schütze, and Yoav Goldberg · 2021
Cited alongside, same era.
Gotta captcha’em all: a survey of 20 years of the human-or-computer dilemma
Meriem Guerar, Luca Verderame, Mauro Migliardi, Francesco Palmieri, and Alessio Merlo · 2021
Cited alongside, same era.
Ifdds: An anti-fraud outbound robot
Zihao Wang, Minghui Yang, Chunxiang Jin, Jia Liu, Zujie Wen, Saishuai Liu, and Zhe Zhang · 2021
Cited alongside, same era.
An automated captcha for website protection based on user behavioral model
Hoshang Qasim Awla, Arsalan Rahman Mirza, and Shahab Wahhab Kareem · 2022
Cited alongside, same era.
Palm: Scaling language modeling with pathways
Aakanksha Chowdhery, Sharan Narang, Jacob Devlin, Maarten Bosma, Gaurav Mishra, Adam Roberts, Paul Barham, Hyung Won Chung, Charles Sutton, Sebastian Gehrmann, et al · 2022
Cited alongside, same era.
Can ai-generated text be reliably detected?
Vinu Sankar Sadasivan, Aounon Kumar, Sriram Balasubramanian, Wenxiao Wang, and Soheil Feizi
Cited in the paper.
Can ai-generated text be reliably detected?
Vinu Sankar Sadasivan, Aounon Kumar, Sriram Balasubramanian, Wenxiao Wang, and Soheil Feizi
Cited in the paper.
John Kirchenbauer, Jonas Geiping, Yuxin Wen, Jonathan Katz, Ian Miers, and Tom Goldstein · 2023
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Detectgpt: Zero-shot machine-generated text detection using probability curvature
Eric Mitchell, Yoonho Lee, Alexander Khazatsky, Christopher D Manning, and Chelsea Finn · 2023
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Sandra Mitrović, Davide Andreoletti, and Omran Ayoub · 2023
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Language model detoxification in dialogue with contextualized stance control
Jing Qian and Xifeng Yan · 2023
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Protecting language generation models via invisible watermarking
Xuandong Zhao, Yu-Xiang Wang, and Lei Li · 2023
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