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We show that the use of large language models (LLMs) is prevalent among crowd workers, and that targeted mitigation strategies can significantly reduce, but not eliminate, LLM use.
Misclassification of the dependent variable in a discrete-response setting
Jerry A Hausman, Jason Abrevaya, and Fiona M Scott-Morton · 1998
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Misclassification in binary choice models
Bruce D Meyer and Nikolas Mittag · 2017
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The importance of calibration for estimating proportions from annotations
Dallas Card and Noah A Smith · 2018
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Optuna: A next-generation hyperparameter optimization framework
Takuya Akiba, Shotaro Sano, Toshihiko Yanase, Takeru Ohta, and Masanori Koyama · 2019
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Ghost work: How to stop Silicon Valley from building a new global underclass
Mary L Gray and Siddharth Suri · 2019
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Message distortion in information cascades
Manoel Horta Ribeiro, Kristina Gligoric, and Robert West · 2019
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Bit by bit: Social research in the digital age
Matthew J Salganik · 2019
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Text embeddings by weakly-supervised contrastive pre-training
Liang Wang, Nan Yang, Xiaolong Huang, Binxing Jiao, Linjun Yang, Daxin Jiang, Rangan Majumder, and Furu Wei · 2022
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Out of one, many: Using language models to simulate human samples
Lisa P Argyle, Ethan C Busby, Nancy Fulda, Joshua R Gubler, Christopher Rytting, and David Wingate · 2023
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Chatgpt outperforms crowd workers for text-annotation tasks
Fabrizio Gilardi, Meysam Alizadeh, and Maël Kubli · 2023
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Chatgpt as a factual inconsistency evaluator for text summarization, 2023
Zheheng Luo, Qianqian Xie, and Sophia Ananiadou · 2023
Cited alongside, same era.
Does writing with language models reduce content diversity?
Vishakh Padmakumar and He He · 2023
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Whose opinions do language models reflect?
Shibani Santurkar, Esin Durmus, Faisal Ladhak, Cinoo Lee, Percy Liang, and Tatsunori Hashimoto · 2023
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Model dementia: Generated data makes models forget
Ilia Shumailov, Zakhar Shumaylov, Yiren Zhao, Yarin Gal, Nicolas Papernot, and Ross Anderson · 2023
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Reward collapse in aligning large language models
Ziang Song, Tianle Cai, Jason D Lee, and Weijie J Su · 2023
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Veniamin Veselovsky, Manoel Horta Ribeiro, and Robert West · 2023
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