Can Large Language Models Detect Errors in Long Chain-of-Thought Reasoning?

A density-based algorithm for discovering clusters in large spatial databases with noise

Martin Ester, Hans-Peter Kriegel, Jörg Sander, and Xiaowei Xu · 1996

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Commonsenseqa: A question answering challenge targeting commonsense knowledge

Original

Alon Talmor, Jonathan Herzig, Nicholas Lourie, and Jonathan Berant · 2019

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Training verifiers to solve math word problems

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Karl Cobbe, Vineet Kosaraju, Mohammad Bavarian, Mark Chen, Heewoo Jun, Lukasz Kaiser, Matthias Plappert, Jerry Tworek, Jacob Hilton, Reiichiro Nakano, Christopher Hesse, and John Schulman · 2021

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Evaluating large language models trained on code

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Mark Chen, Jerry Tworek, Heewoo Jun, Qiming Yuan, Henrique Pondé, Jared Kaplan, Harrison Edwards, Yura Burda, Nicholas Joseph, Greg Brockman, Alex Ray, Raul Puri, Gretchen Krueger, Michael Petrov, Heidy Khlaaf, Girish Sastry, Pamela Mishkin, Brooke Chan, Scott Gray, Nick Ryder, Mikhail Pavlov, Alethea Power, Lukasz Kaiser, Mo Bavarian, Clemens Winter, Philippe Tillet, Felipe Petroski Such, David W. Cummings, Matthias Plappert, Fotios Chantzis, Elizabeth Barnes, Ariel Herbert-Voss, William H. Guss, Alex Nichol, Igor Babuschkin, Suchir Balaji, Shantanu Jain, Andrew Carr, Jan Leike, Joshua Achiam, Vedant Misra, Evan Morikawa, Alec Radford, Matthew M. Knight, Miles Brundage, Mira Murati, Katie Mayer, Peter Welinder, Bob McGrew, Dario Amodei, Sam McCandlish, Ilya Sutskever, and Wojciech Zaremba · 2021

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Beyond the imitation game: Quantifying and extrapolating the capabilities of language models

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Gpt-4 technical report

OpenAI · 2023

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Let’s verify step by step

Original

Hunter Lightman, Vineet Kosaraju, Yura Burda, Harrison Edwards, Bowen Baker, Teddy Lee, Jan Leike, John Schulman, Ilya Sutskever, and Karl Cobbe · 2023

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Gpqa: A graduate-level google-proof q&a benchmark

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David Rein, Betty Li Hou, Asa Cooper Stickland, Jackson Petty, Richard Yuanzhe Pang, Julien Dirani, Julian Michael, and Samuel R. Bowman · 2023

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Reasoning with language model is planning with world model, 2023

Original

Shibo Hao, Yi Gu, Haodi Ma, Joshua Jiahua Hong, Zhen Wang, Daisy Zhe Wang, and Zhiting Hu · 2023

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Tree of thoughts: Deliberate problem solving with large language models, 2023

Original

Shunyu Yao, Dian Yu, Jeffrey Zhao, Izhak Shafran, Thomas L. Griffiths, Yuan Cao, and Karthik Narasimhan · 2023

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Fine-grained human feedback gives better rewards for language model training

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Zeqiu Wu, Yushi Hu, Weijia Shi, Nouha Dziri, Alane Suhr, Prithviraj Ammanabrolu, Noah A. Smith, Mari Ostendorf, and Hannaneh Hajishirzi · 2023

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Critique ability of large language models

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Liangchen Luo, Zi Lin, Yinxiao Liu, Lei Shu, Yun Zhu, Jingbo Shang, and Lei Meng · 2023

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Llms cannot find reasoning errors, but can correct them!

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Gladys Tyen, Hassan Mansoor, Peter Chen, Tony Mak, and Victor Cărbune · 2023

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Large language models cannot self-correct reasoning yet

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Jie Huang, Xinyun Chen, Swaroop Mishra, Huaixiu Steven Zheng, Adams Wei Yu, Xinying Song, and Denny Zhou · 2023

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Agieval: A human-centric benchmark for evaluating foundation models

Original

Wanjun Zhong, Ruixiang Cui, Yiduo Guo, Yaobo Liang, Shuai Lu, Yanlin Wang, Amin Saied Sanosi Saied, Weizhu Chen, and Nan Duan · 2023

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The llama 3 herd of models

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Scaling llm test-time compute optimally can be more effective than scaling model parameters

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Charlie Snell, Jaehoon Lee, Kelvin Xu, and Aviral Kumar · 2024

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Evaluating mathematical reasoning beyond accuracy

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Shijie Xia, Xuefeng Li, Yixin Liu, Tongshuang Wu, and Pengfei Liu · 2024

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Skywork-o1 open series

Skywork o1 Team · 2024

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On the self-verification limitations of large language models on reasoning and planning tasks

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Kaya Stechly, Karthik Valmeekam, and Subbarao Kambhampati · 2024

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Fullstack bench: Evaluating llms as full stack coders

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Bytedance-Seed-Foundation-Code-Team Yao Cheng, Jianfeng Chen, Jie Chen, Li Chen, Liyu Chen, Wentao Chen, Zhengyu Chen, Shijie Geng, Aoyan Li, Bowen Li, Bowen Li, Linyi Li, Boyi Liu, Jerry Liu, Kaibo Liu, Qi Liu, Shukai Liu, Si-Han Liu, Tianyi Liu, Tingkai Liu, Yongfei Liu, Rui Long, Jing Mai, Guanghan Ning, Zhongyan Peng, Kai Shen, Jiahao Su, Jing Su, Tao Sun, Yifan Sun, Yu Tao, Guoyin Wang, Siwei Wang, Xuwu Wang, Yite Wang, Zihan Wang, Jinxiang Xia, Liang Xiang, Xianzhong Xiao, Yongsheng Xiao, Chenguang Xi, Shulin Xin, Jingjing Xu, Shi-Bo Xu, Hongxia Yang, Jack Yang, Yingxiang Yang, Jian-Ming Yuan, Jun Zhang, Yufeng Zhang, Yuyu Zhang, Shen Zheng, He Zhu, and Ming Zhu · 2024