@String{ACL01 = "Proceedings of the 39th Annual Conference of the Association for Computational Linguistics (ACL-01)"}

@inproceedings{fu2023complexitybased,
    title = {Complexity-Based Prompting for Multi-step Reasoning},
    author = {Yao Fu and Hao Peng and Ashish Sabharwal and Peter Clark and Tushar Khot},
    booktitle={The Eleventh International Conference on Learning Representations },
    year={2023},
    url={https://openreview.net/forum?id=yf1icZHC-l9}
}

@inproceedings{wang2023selfconsistency,
    title = {Self-Consistency Improves Chain of Thought Reasoning in Language Models},
    author = {Xuezhi Wang and Jason Wei and Dale Schuurmans and Quoc V Le and Ed H. Chi and Sharan Narang and Aakanksha Chowdhery and Denny Zhou},
    booktitle = {The Eleventh International Conference on Learning Representations },
    year = {2023},
    url = {https://openreview.net/forum?id=1PL1NIMMrw}
}

@inproceedings{wei2022chain,
    author = {Wei, Jason and Wang, Xuezhi and Schuurmans, Dale and Bosma, Maarten and Ichter, Brian and Xia, Fei and Chi, Ed H. and Le, Quoc V. and Zhou, Denny},
    title = {Chain-of-thought prompting elicits reasoning in large language models},
    year = {2022},
    booktitle = {Proceedings of the 36th International Conference on Neural Information Processing Systems},
    numpages = {14},
}




@inproceedings{Kojima2022LargeLM,
     author = {Kojima, Takeshi and Gu, Shixiang (Shane) and Reid, Machel and Matsuo, Yutaka and Iwasawa, Yusuke},
     booktitle = {Advances in Neural Information Processing Systems},
     pages = {22199--22213},
     title = {Large Language Models are Zero-Shot Reasoners},
     url = {https://proceedings.neurips.cc/paper_files/paper/2022/file/8bb0d291acd4acf06ef112099c16f326-Paper-Conference.pdf},
     volume = {35},
     year = {2022}
}



@misc{chowdhery2022palm,
    author = {Chowdhery, Aakanksha and Narang, Sharan and Devlin, Jacob and Bosma, Maarten and Mishra, Gaurav and Roberts, Adam and Barham, Paul and Chung, Hyung Won and Sutton, Charles and Gehrmann, Sebastian and Schuh, Parker and Shi, Kensen and Tsvyashchenko, Sashank and Maynez, Joshua and Rao, Abhishek and Barnes, Parker and Tay, Yi and Shazeer, Noam and Prabhakaran, Vinodkumar and Reif, Emily and Du, Nan and Hutchinson, Ben and Pope, Reiner and Bradbury, James and Austin, Jacob and Isard, Michael and Gur-Ari, Guy and Yin, Pengcheng and Duke, Toju and Levskaya, Anselm and Ghemawat, Sanjay and Dev, Sunipa and Michalewski, Henryk and Garcia, Xavier and Misra, Vedant and Robinson, Kevin and Fedus, Liam and Zhou, Denny and Ippolito, Daphne and Luan, David and Lim, Hyeontaek and Zoph, Barret and Spiridonov, Alexander and Sepassi, Ryan and Dohan, David and Agrawal, Shivani and Omernick, Mark and Dai, Andrew M. and Pillai, Thanumalayan Sankaranarayana and Pellat, Marie and Lewkowycz, Aitor and Moreira, Erica and Child, Rewon and Polozov, Oleksandr and Lee, Katherine and Zhou, Zongwei and Wang, Xuezhi and Saeta, Brennan and Diaz, Mark and Firat, Orhan and Catasta, Michele and Wei, Jason and Meier-Hellstern, Kathy and Eck, Douglas and Dean, Jeff and Petrov, Slav and Fiedel, Noah},
    title = {PaLM: scaling language modeling with pathways},
    year = {2024},
    publisher = {JMLR.org},
    volume = {24},
    number = {1},
    articleno = {240},
    numpages = {113}
}

@article{touvron2023llama,
    title={Llama: Open and efficient foundation language models},
    author={Touvron, Hugo and Lavril, Thibaut and Izacard, Gautier and Martinet, Xavier and Lachaux, Marie-Anne and Lacroix, Timoth{\'e}e and Rozi{\`e}re, Baptiste and Goyal, Naman and Hambro, Eric and Azhar, Faisal and others},
    journal={arXiv preprint arXiv:2302.13971},
    year={2023}
}

@misc{touvron2023llama2,
    title = {Llama 2: Open Foundation and Fine-Tuned Chat Models}, 
    author = {Hugo Touvron and Louis Martin and Kevin Stone and Peter Albert and Amjad Almahairi and Yasmine Babaei and Nikolay Bashlykov and Soumya Batra and Prajjwal Bhargava and others},
    year = {2023},
    eprint = {2307.09288},
    archivePrefix = {arXiv},
    primaryClass = {cs.CL}
}


@misc{huang2022large,
    title = "Large Language Models Can Self-Improve",
    author = "Huang, Jiaxin  and
      Gu, Shixiang  and
      Hou, Le  and
      Wu, Yuexin  and
      Wang, Xuezhi  and
      Yu, Hongkun  and
      Han, Jiawei",
    booktitle = "Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing",
    year = "2023",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2023.emnlp-main.67",
    pages = "1051--1068"
}

@misc{zhao2023survey,
    title={A Survey of Large Language Models},
    author={Wayne Xin Zhao and Kun Zhou and Junyi Li and Tianyi Tang and Xiaolei Wang and Yupeng Hou and Yingqian Min and Beichen Zhang and Junjie Zhang and Zican Dong and Yifan Du and Chen Yang and Yushuo Chen and Z. Chen and Jinhao Jiang and Ruiyang Ren and Yifan Li and Xinyu Tang and Zikang Liu and Peiyu Liu and Jianyun Nie and Ji-rong Wen},
    journal={ArXiv},
    year={2023},
    volume={abs/2303.18223},
    url={https://api.semanticscholar.org/CorpusID:257900969}
}

@misc{openai2023gpt4,
    title={{GPT}-4 technical report},
    author={Achiam, Josh and Adler, Steven and Agarwal, Sandhini and Ahmad, Lama and Akkaya, Ilge and Aleman, Florencia Leoni and Almeida, Diogo and Altenschmidt, Janko and Altman, Sam and Anadkat, Shyamal and others},
    journal={arXiv preprint arXiv:2303.08774},
    year={2023}
}



@inproceedings{Simon1978InformationProcessingTO,
  author    = {Herbert A. Simon},
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@inproceedings{10.5555/3495724.3495883,
    author = {Brown, Tom B. and Mann, Benjamin and Ryder, Nick and Subbiah, Melanie and Kaplan, Jared and Dhariwal, Prafulla and Neelakantan, Arvind and Shyam, Pranav and Sastry, Girish and Askell, Amanda and Agarwal, Sandhini and Herbert-Voss, Ariel and Krueger, Gretchen and Henighan, Tom and Child, Rewon and Ramesh, Aditya and Ziegler, Daniel M. and Wu, Jeffrey and Winter, Clemens and Hesse, Christopher and Chen, Mark and Sigler, Eric and Litwin, Mateusz and Gray, Scott and Chess, Benjamin and Clark, Jack and Berner, Christopher and McCandlish, Sam and Radford, Alec and Sutskever, Ilya and Amodei, Dario},
    title = {Language models are few-shot learners},
    year = {2020},
    publisher = {Curran Associates Inc.},
    booktitle = {Proceedings of the 34th International Conference on Neural Information Processing Systems},
    numpages = {25},
}

@article{Thoppilan2022LaMDALM,
    title={LaMDA: Language Models for Dialog Applications},
    author={Romal Thoppilan and Daniel De Freitas and Jamie Hall and Noam M. Shazeer and Apoorv Kulshreshtha and Heng-Tze Cheng and Alicia Jin and Taylor Bos and Leslie Baker and Yu Du and Yaguang Li and Hongrae Lee and Huaixiu Steven Zheng and Amin Ghafouri and Marcelo Menegali and Yanping Huang and Maxim Krikun and Dmitry Lepikhin and James Qin and Dehao Chen and Yuanzhong Xu and Zhifeng Chen and Adam Roberts and Maarten Bosma and Yanqi Zhou and Chung-Ching Chang and I. A. Krivokon and Willard James Rusch and Marc Pickett and Kathleen S. Meier-Hellstern and Meredith Ringel Morris and Tulsee Doshi and Renelito Delos Santos and Toju Duke and Johnny Hartz S{\o}raker and Ben Zevenbergen and Vinodkumar Prabhakaran and Mark D{\'i}az and Ben Hutchinson and Kristen Olson and Alejandra Molina and Erin Hoffman-John and Josh Lee and Lora Aroyo and Ravi Rajakumar and Alena Butryna and Matthew Lamm and V. O. Kuzmina and Joseph Fenton and Aaron Cohen and Rachel Bernstein and Ray Kurzweil and Blaise Aguera-Arcas and Claire Cui and Marian Rogers Croak and Ed Huai-hsin Chi and Quoc Le},
    journal={ArXiv},
    year={2022},
    volume={abs/2201.08239},
    url={https://api.semanticscholar.org/CorpusID:246063428}
}

@inproceedings{10.5555/3600270.3602446,
    author = {Hoffmann, Jordan and Borgeaud, Sebastian and Mensch, Arthur and Buchatskaya, Elena and Cai, Trevor and Rutherford, Eliza and de Las Casas, Diego and Hendricks, Lisa Anne and Welbl, Johannes and Clark, Aidan and Hennigan, Tom and Noland, Eric and Millican, Katie and van den Driessche, George and Damoc, Bogdan and Guy, Aurelia and Osindero, Simon and Simonyan, Karen and Elsen, Erich and Vinyals, Oriol and Rae, Jack W. and Sifre, Laurent},
    title = {Training compute-optimal large language models},
    year = {2024},
    isbn = {9781713871088},
    publisher = {Curran Associates Inc.},
    address = {Red Hook, NY, USA},
    booktitle = {Proceedings of the 36th International Conference on Neural Information Processing Systems},
    numpages = {15},
}

@article{Smith2022UsingDA,
    title={Using DeepSpeed and Megatron to Train Megatron-Turing NLG 530B, A Large-Scale Generative Language Model},
    author={Shaden Smith and Mostofa Patwary and Brandon Norick and Patrick LeGresley and Samyam Rajbhandari and Jared Casper and Zhun Liu and Shrimai Prabhumoye and George Zerveas and Vijay Anand Korthikanti and Elton Zhang and Rewon Child and Reza Yazdani Aminabadi and Julie Bernauer and Xia Song and Mohammad Shoeybi and Yuxiong He and Michael Houston and Saurabh Tiwary and Bryan Catanzaro},
    journal={ArXiv},
    year={2022},
    volume={abs/2201.11990},
    url={https://api.semanticscholar.org/CorpusID:246411325}
}

@inproceedings{zhang2023automatic,
    title={Automatic Chain of Thought Prompting in Large Language Models},
    author={Zhuosheng Zhang and Aston Zhang and Mu Li and Alex Smola},
    booktitle={The Eleventh International Conference on Learning Representations },
    year={2023},
    url={https://openreview.net/forum?id=5NTt8GFjUHkr}
}


@misc{xu2024rereading,
    title = "Re-Reading Improves Reasoning in Large Language Models",
    author = "Xu, Xiaohan  and
      Tao, Chongyang  and
      Shen, Tao  and
      Xu, Can  and
      Xu, Hongbo  and
      Long, Guodong  and
      Lou, Jian-Guang  and
      Ma, Shuai",
    booktitle = "Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing",
    year = "2024",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2024.emnlp-main.871",
    pages = "15549--15575",
}

@inproceedings{NEURIPS2023_271db992,
    author = {Yao, Shunyu and Yu, Dian and Zhao, Jeffrey and Shafran, Izhak and Griffiths, Thomas L. and Cao, Yuan and Narasimhan, Karthik},
    title = {Tree of thoughts: deliberate problem solving with large language models},
    year = {2024},
    publisher = {Curran Associates Inc.},
    booktitle = {Proceedings of the 37th International Conference on Neural Information Processing Systems},
    numpages = {14},
}



@inproceedings{min-etal-2022-metaicl,
    title = "{M}eta{ICL}: Learning to Learn In Context",
    author = "Min, Sewon  and
    Lewis, Mike  and
    Zettlemoyer, Luke  and
    Hajishirzi, Hannaneh",
    booktitle = "Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies",
    year = "2022",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2022.naacl-main.201",
    pages = "2791--2809"
}


@inproceedings{chen-etal-2022-improving,
    title = "Improving In-Context Few-Shot Learning via Self-Supervised Training",
    author = "Chen, Mingda  and
    Du, Jingfei  and
    Pasunuru, Ramakanth  and
    Mihaylov, Todor  and
    Iyer, Srini  and
    Stoyanov, Veselin  and
    Kozareva, Zornitsa",
    booktitle = "Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies",
    year = "2022",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2022.naacl-main.260",
    pages = "3558--3573",
}


@article{Krishnamurthy2024CanLL,
    title={Can large language models explore in-context?},
    author={Akshay Krishnamurthy and Keegan Harris and Dylan J Foster and Cyril Zhang and Aleksandrs Slivkins},
    booktitle={ICML 2024 Workshop on In-Context Learning},
    year={2024},
    url={https://openreview.net/forum?id=8KpkKsGjED}
}




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@article{Liu2019FinetuneBF,
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@article{vanveen2024adapted,
  title={Adapted large language models can outperform medical experts in clinical text summarization},
  author={Van Veen, Dave and Van Uden, Cara and Blankemeier, Louis and Delbrouck, Jean-Benoit and Aali, Asad and Bluethgen, Christian and Pareek, Anuj and Polacin, Malgorzata and Reis, Eduardo Pontes and Seehofnerová, Anna and others},
  journal={Nature Medicine},
  volume={30},
  number={4},
  pages={1134--1142},
  year={2024},
  publisher={Nature Publishing Group},
  url={https://doi.org/10.1038/s41591-024-02855-5},
}



@Article{info15060328,
    AUTHOR = {Nechakhin, Vladyslav and D’Souza, Jennifer and Eger, Steffen},
    TITLE = {Evaluating Large Language Models for Structured Science Summarization in the Open Research Knowledge Graph},
    JOURNAL = {Information},
    VOLUME = {15},
    YEAR = {2024},
    NUMBER = {6},
    URL = {https://www.mdpi.com/2078-2489/15/6/328},
}

@inproceedings{10.5555/3524938.3525989,
    author = {Zhang, Jingqing and Zhao, Yao and Saleh, Mohammad and Liu, Peter J.},
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    year = {2020},
    publisher = {JMLR.org},
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    series = {ICML'20}
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@article{Cobbe2021TrainingVT,
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  journal={ArXiv},
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@inproceedings{hosseini-etal-2014-learning,
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@inproceedings{patel-etal-2021-nlp,
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    booktitle = "Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies",
    year = "2021",
    publisher = "Association for Computational Linguistics",
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@inproceedings{ling-etal-2017-program,
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@article{10.1162/tacl_a_00370,
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    title = "{Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning Strategies}",
    journal = {Transactions of the Association for Computational Linguistics},
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    year = {2021},
    url = {https://doi.org/10.1162/tacl\_a\_00370},
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@inproceedings{talmor-etal-2019-commonsenseqa,
    title = "{C}ommonsense{QA}: A Question Answering Challenge Targeting Commonsense Knowledge",
    author = "Talmor, Alon  and
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      Lourie, Nicholas  and
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    booktitle = "Proceedings of the 2019 Conference of the North {A}merican Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers)",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/N19-1421",
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}


@inproceedings{devlin-etal-2019-bert,
    title = "{BERT}: Pre-training of Deep Bidirectional Transformers for Language Understanding",
    author = "Devlin, Jacob  and
      Chang, Ming-Wei  and
      Lee, Kenton  and
      Toutanova, Kristina",
    booktitle = "Proceedings of the 2019 Conference of the North {A}merican Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers)",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/N19-1423",
    pages = "4171--4186",
}


@article{10.5555/3455716.3455856,
    author = {Raffel, Colin and Shazeer, Noam and Roberts, Adam and Lee, Katherine and Narang, Sharan and Matena, Michael and Zhou, Yanqi and Li, Wei and Liu, Peter J.},
    title = {Exploring the limits of transfer learning with a unified text-to-text transformer},
    year = {2020},
    publisher = {JMLR.org},
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    number = {1},
    numpages = {67},
}

@inproceedings{Zelikman2022STaRBR,
    author = {Zelikman, Eric and Wu, Yuhuai and Mu, Jesse and Goodman, Noah},
    booktitle = {Advances in Neural Information Processing Systems},
    pages = {15476--15488},
    publisher = {Curran Associates, Inc.},
    title = {STaR: Bootstrapping Reasoning With Reasoning},
    url = {https://proceedings.neurips.cc/paper_files/paper/2022/file/639a9a172c044fbb64175b5fad42e9a5-Paper-Conference.pdf},
    volume = {35},
    year = {2022}
}


@inproceedings{Chen2024LLMBasedMQ,
    title = "{LLM}-Based Multi-Hop Question Answering with Knowledge Graph Integration in Evolving Environments",
    author = "Chen, Ruirui  and
      Jiang, Weifeng  and
      Qin, Chengwei  and
      Rawal, Ishaan Singh  and
      Tan, Cheston  and
      Choi, Dongkyu  and
      Xiong, Bo  and
      Ai, Bo",
    booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2024",
    year = "2024",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2024.findings-emnlp.844",
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}




@article{shinn2023reflexion,
  title={Reflexion: an autonomous agent with dynamic memory and self-reflection},
  author={Shinn, Noah and Labash, Beck and Gopinath, Ashwin},
  journal={arXiv preprint arXiv:2303.11366},
  year={2023}
}

@inproceedings{10.5555/3666122.3668141,
author = {Madaan, Aman and Tandon, Niket and Gupta, Prakhar and Hallinan, Skyler and Gao, Luyu and Wiegreffe, Sarah and Alon, Uri and Dziri, Nouha and Prabhumoye, Shrimai and Yang, Yiming and Gupta, Shashank and Majumder, Bodhisattwa Prasad and Hermann, Katherine and Welleck, Sean and Yazdanbakhsh, Amir and Clark, Peter},
title = {SELF-REFINE: iterative refinement with self-feedback},
year = {2024},
publisher = {Curran Associates Inc.},
booktitle = {Proceedings of the 37th International Conference on Neural Information Processing Systems},
numpages = {61},
}


@inproceedings{paul-etal-2024-refiner,
    title = "{REFINER}: Reasoning Feedback on Intermediate Representations",
    author = "Paul, Debjit  and
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      Peyrard, Maxime  and
      Borges, Beatriz  and
      Bosselut, Antoine  and
      West, Robert  and
      Faltings, Boi",
    booktitle = "Proceedings of the 18th Conference of the European Chapter of the Association for Computational Linguistics",
    year = "2024",
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@inproceedings{10.1145/3657604.3662042,
    author = {Kumar, Harsh and Xiao, Ruiwei and Lawson, Benjamin and Musabirov, Ilya and Shi, Jiakai and Wang, Xinyuan and Luo, Huayin and Williams, Joseph Jay and Rafferty, Anna N. and Stamper, John and Liut, Michael},
    title = {Supporting Self-Reflection at Scale with Large Language Models: Insights from Randomized Field Experiments in Classrooms},
    year = {2024},
    publisher = {Association for Computing Machinery},
    url = {https://doi.org/10.1145/3657604.3662042},
    booktitle = {Proceedings of the Eleventh ACM Conference on Learning @ Scale},
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}

@inproceedings{perez-etal-2020-unsupervised,
    title = "Unsupervised Question Decomposition for Question Answering",
    author = "Perez, Ethan  and
      Lewis, Patrick  and
      Yih, Wen-tau  and
      Cho, Kyunghyun  and
      Kiela, Douwe",
    booktitle = "Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP)",
    year = "2020",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2020.emnlp-main.713",
    pages = "8864--8880"
}


@inproceedings{Wang2022IterativelyPP,
    title = "Iteratively Prompt Pre-trained Language Models for Chain of Thought",
    author = "Wang, Boshi  and
      Deng, Xiang  and
      Sun, Huan",
    booktitle = "Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing",
    year = "2022",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2022.emnlp-main.174",
    pages = "2714--2730",
}

@inproceedings{zhou2023leasttomost,
    title={Least-to-Most Prompting Enables Complex Reasoning in Large Language Models},
    author={Denny Zhou and Nathanael Sch{\"a}rli and Le Hou and Jason Wei and Nathan Scales and Xuezhi Wang and Dale Schuurmans and Claire Cui and Olivier Bousquet and Quoc V Le and Ed H. Chi},
    booktitle={The Eleventh International Conference on Learning Representations },
    year={2023},
    url={https://openreview.net/forum?id=WZH7099tgfM}
}

@inproceedings{yang-etal-2022-seqzero,
    title = "{SEQZERO}: Few-shot Compositional Semantic Parsing with Sequential Prompts and Zero-shot Models",
    author = "Yang, Jingfeng  and
      Jiang, Haoming  and
      Yin, Qingyu  and
      Zhang, Danqing  and
      Yin, Bing  and
      Yang, Diyi",
    booktitle = "Findings of the Association for Computational Linguistics: NAACL 2022",
    year = "2022",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2022.findings-naacl.5",
    pages = "49--60"
}


@inproceedings{10.1145/3491102.3517582,
    author = {Wu, Tongshuang and Terry, Michael and Cai, Carrie Jun},
    title = {AI Chains: Transparent and Controllable Human-AI Interaction by Chaining Large Language Model Prompts},
    year = {2022},
    publisher = {Association for Computing Machinery},
    url = {https://doi.org/10.1145/3491102.3517582},
    booktitle = {Proceedings of the 2022 CHI Conference on Human Factors in Computing Systems},
    numpages = {22},
}

@misc{
    zhang2024cumulative,
    title={Cumulative Reasoning with Large Language Models},
    author={Yifan Zhang and Jingqin Yang and Yang Yuan and Andrew C Yao},
    year={2024},
    url={https://openreview.net/forum?id=lifLHzadgr}
}

@inproceedings{Shinn2023ReflexionLA,
  title={Reflexion: language agents with verbal reinforcement learning},
  author={Noah Shinn and Federico Cassano and Beck Labash and Ashwin Gopinath and Karthik Narasimhan and Shunyu Yao},
  booktitle={Neural Information Processing Systems},
  year={2023},
  url={https://api.semanticscholar.org/CorpusID:258833055}
}


@inproceedings{chen2024teaching,
    title={Teaching Large Language Models to Self-Debug},
    author={Xinyun Chen and Maxwell Lin and Nathanael Sch{\"a}rli and Denny Zhou},
    booktitle={The Twelfth International Conference on Learning Representations},
    year={2024},
    url={https://openreview.net/forum?id=KuPixIqPiq}
}

@inproceedings{10.5555/3666122.3667845,
    author = {Kim, Geunwoo and Baldi, Pierre and McAleer, Stephen},
    title = {Language models can solve computer tasks},
    year = {2024},
    publisher = {Curran Associates Inc.},
    booktitle = {Proceedings of the 37th International Conference on Neural Information Processing Systems},
    numpages = {30},
}


@inproceedings{Xie2023SelfEvaluationGB,
  title={Self-Evaluation Guided Beam Search for Reasoning},
  author={Yuxi Xie and Kenji Kawaguchi and Yiran Zhao and Xu Zhao and MingSung Kan and Junxian He and Qizhe Xie},
  booktitle={Neural Information Processing Systems},
  year={2023},
  url={https://api.semanticscholar.org/CorpusID:258426922}
}


@article{Kadavath2022LanguageM,
  title={Language Models (Mostly) Know What They Know},
  author={Saurav Kadavath and Tom Conerly and Amanda Askell and Tom Henighan and Dawn Drain and Ethan Perez and Nicholas Schiefer and Zachary Dodds and Nova Dassarma and Eli Tran-Johnson and Scott Johnston and Sheer El-Showk and Andy Jones and Nelson Elhage and Tristan Hume and Anna Chen and Yuntao Bai and Sam Bowman and Stanislav Fort and Deep Ganguli and Danny Hernandez and Josh Jacobson and John Kernion and Shauna Kravec and Liane Lovitt and Kamal Ndousse and Catherine Olsson and Sam Ringer and Dario Amodei and Tom B. Brown and Jack Clark and Nicholas Joseph and Benjamin Mann and Sam McCandlish and Christopher Olah and Jared Kaplan},
  journal={ArXiv},
  year={2022},
  volume={abs/2207.05221},
  url={https://api.semanticscholar.org/CorpusID:250451161}
}



@InProceedings{pmlr-v202-gao23f,
  title = 	 {{PAL}: Program-aided Language Models},
  author =       {Gao, Luyu and Madaan, Aman and Zhou, Shuyan and Alon, Uri and Liu, Pengfei and Yang, Yiming and Callan, Jamie and Neubig, Graham},
  booktitle = 	 {Proceedings of the 40th International Conference on Machine Learning},
  pages = 	 {10764--10799},
  year = 	 {2023},
  volume = 	 {202},
  publisher =    {PMLR},
  url = 	 {https://proceedings.mlr.press/v202/gao23f.html}
}



@inproceedings{wu-etal-2018-study,
    title = "A Study of Reinforcement Learning for Neural Machine Translation",
    author = "Wu, Lijun  and
      Tian, Fei  and
      Qin, Tao  and
      Lai, Jianhuang  and
      Liu, Tie-Yan",
    booktitle = "Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing",
    year = "2018",
    address = "Brussels, Belgium",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/D18-1397",
    pages = "3612--3621"
}

@inproceedings{liu-etal-2024-era,
    title = "{ERA}-{C}o{T}: Improving Chain-of-Thought through Entity Relationship Analysis",
    author = "Liu, Yanming  and
      Peng, Xinyue  and
      Du, Tianyu  and
      Yin, Jianwei  and
      Liu, Weihao  and
      Zhang, Xuhong",
    booktitle = "Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)",
    year = "2024",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2024.acl-long.476",
    pages = "8780--8794"
}

@inproceedings{zheng2024progressivehint,
    title={Progressive-Hint Prompting Improves Reasoning in Large Language Models},
    author={Chuanyang Zheng and Zhengying Liu and Enze Xie and Zhenguo Li and Yu Li},
    booktitle={AI for Math Workshop @ ICML 2024},
    year={2024},
    url={https://openreview.net/forum?id=UkFEs3ciz8}
}


@InProceedings{10.1007/978-3-031-36004-6_69,
    author="Schacht, Sigurd
    and Kamath Barkur, Sudarshan
    and Lanquillon, Carsten",
    title="PromptIE - Information Extraction with Prompt-Engineering and Large Language Models",
    booktitle="HCI International 2023 Posters",
    year="2023",
    publisher="Springer Nature Switzerland",
    pages="507--514",
}

@inproceedings{reimers-gurevych-2019-sentence,
    title = "Sentence-{BERT}: Sentence Embeddings using {S}iamese {BERT}-Networks",
    author = "Reimers, Nils  and
      Gurevych, Iryna",

    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP)",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/D19-1410",
    pages = "3982--3992"
}

@inproceedings{gao-etal-2021-simcse,
    title = "{S}im{CSE}: Simple Contrastive Learning of Sentence Embeddings",
    author = "Gao, Tianyu  and
      Yao, Xingcheng  and
      Chen, Danqi",
    booktitle = "Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing",
    year = "2021",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2021.emnlp-main.552",
    pages = "6894--6910"
}