@article{akerlof1970market,
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@article{gneiting2007strictly,
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@article{miller2005eliciting,
  author    = {Miller, Nolan and Resnick, Paul and Zeckhauser, Richard},
  title     = {Eliciting Informative Feedback: The Peer-Prediction Method},
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@misc{cobbe2021training,
  author       = {Cobbe, Karl and Kosaraju, Vineet and Bavarian, Mohammad and Chen, Mark and Jun, Heewoo and Kaiser, Lukasz and Plappert, Matthias and Tworek, Jerry and Hilton, Jacob and Nakano, Reiichiro and Hesse, Christopher and Schulman, John},
  title        = {Training Verifiers to Solve Math Word Problems},
  year         = {2021},
  eprint       = {2110.14168},
  archivePrefix = {arXiv},
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}

@misc{chen2021evaluating,
  author       = {Chen, Mark and Tworek, Jerry and Jun, Heewoo and Yuan, Qiming and Pinto, Henrique Ponde de Oliveira and Kaplan, Jared and Edwards, Harrison and Burda, Yura and Joseph, Nicholas and Brockman, Greg and Ray, Alex and Puri, Ramesh and Krueger, Gretchen and Petrov, Michael and Khlaaf, Heidy and Sastry, Girish and Mishkin, Pamela and Chan, Brooke and Gray, Scott and Ryder, Nick and Pavlov, Mikhail and Power, Alethea and Kaiser, Lukasz and Bavarian, Mohammad and Winter, Clemens and Tillet, Philippe and Such, Felipe Petroski and Cummings, Dave and Plappert, Matthias and Chantzis, Fotis and Barnes, Elizabeth and Herbert-Voss, Ariel and Guss, William Hebgen and Nichol, Alex and Paino, Alex and Tezak, Nikolas and Tang, Jie and Babuschkin, Igor and Balaji, Suchir and Jain, Shantanu and Saunders, William and Hesse, Christopher and Carr, Andrew N. and Leike, Jan and Achiam, Josh and Misra, Vedant and Morikawa, Evan and Radford, Alec and Knight, Matthew and Brundage, Miles and Murati, Mira and Mayer, Katie and Welinder, Peter and McGrew, Bob and Amodei, Dario and McCandlish, Sam and Sutskever, Ilya and Zaremba, Wojciech},
  title        = {Evaluating Large Language Models Trained on Code},
  year         = {2021},
  eprint       = {2107.03374},
  archivePrefix = {arXiv},
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  howpublished = {arXiv:2107.03374}
}

@article{hoeffding1963probability,
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@book{tsybakov2009introduction,
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@book{masscolell1995microeconomic,
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@misc{euaiact2024,
  author    = {{European Parliament and Council}},
  title     = {Regulation (EU) 2024/1689 of the European Parliament and of the Council Laying Down Harmonised Rules on Artificial Intelligence (Artificial Intelligence Act)},
  year      = {2024},
  howpublished = {Official Journal of the European Union, L 2024/1689},
  note      = {High-risk obligations under Article 6(2) and Articles 9, 13, 14, 15 apply from 2 August 2026}
}

@techreport{settles2009active,
  author    = {Settles, Burr},
  title     = {Active Learning Literature Survey},
  institution = {University of Wisconsin--Madison},
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@inproceedings{beygelzimer2009importance,
  author    = {Beygelzimer, Alina and Dasgupta, Sanjoy and Langford, John},
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@inproceedings{karnin2013almost,
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@inproceedings{hendrycks2021measuring,
  author    = {Hendrycks, Dan and Burns, Collin and Kadavath, Saurav and Arora, Akul and Basart, Steven and Tang, Eric and Song, Dawn and Steinhardt, Jacob},
  title     = {Measuring Mathematical Problem Solving with the {MATH} Dataset},
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@inproceedings{wang2022selfconsistency,
  author    = {Wang, Xuezhi and Wei, Jason and Schuurmans, Dale and Le, Quoc and Chi, Ed and Narang, Sharan and Chowdhery, Aakanksha and Zhou, Denny},
  title     = {Self-Consistency Improves Chain of Thought Reasoning in Language Models},
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@inproceedings{zheng2023judging,
  author    = {Zheng, Lianmin and Chiang, Wei-Lin and Sheng, Ying and Zhuang, Siyuan and Wu, Zhanghao and Zhuang, Yonghao and Lin, Zi and Li, Zhuohan and Li, Dacheng and Xing, Eric P. and Zhang, Hao and Gonzalez, Joseph E. and Stoica, Ion},
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  year      = {2023},
  series    = {NeurIPS '23}
}

@article{myerson1983efficient,
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@article{savage1971elicitation,
  author    = {Savage, Leonard J.},
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@article{gneiting2011quantiles,
  author    = {Gneiting, Tilmann},
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  number    = {494},
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@misc{guan2025rstar,
  author       = {Guan, Xinyu and Zhang, Li Lyna and Liu, Yifei and Shang, Ning and Sun, Youran and Zhu, Yi and Yang, Fan and Yang, Mao},
  title        = {{rStar-Math}: Small {LLM}s Can Master Math Reasoning with Self-Evolved Deep Thinking},
  year         = {2025},
  eprint       = {2501.04519},
  archivePrefix = {arXiv},
  primaryClass = {cs.LG},
  howpublished = {arXiv:2501.04519}
}

@misc{bhardwaj2026fieldnote2,
  author    = {Bhardwaj, Manu},
  title     = {The Cost of Being Right. {V}erification Economics in 2026},
  year      = {2026},
  month     = may,
  howpublished = {\url{https://ifitsmanu.com/papers/the-cost-of-being-right}},
  note      = {Field Notes \#2}
}

@misc{bhardwaj2026fieldnote3,
  author    = {Bhardwaj, Manu},
  title     = {The $\alpha$ Asymmetry. {W}hy Verifiers Can Be Smaller Than Generators},
  year      = {2026},
  howpublished = {\url{https://ifitsmanu.com/papers/the-alpha-asymmetry}},
  note      = {Field Notes \#3}
}